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nano-gpt-data-curation

gpt-5.6-sol

nano-gpt-data-curation — graded by the task's verifier against a measured baseline.

backend
modal
variant
codex azure_ai/gpt-5.6-sol
metric
held-out multi-domain perplexity
actions
187
duration
50m
recorded
2026-08-03

run iddclm-nano-curation__XWHDKVK

Everything gpt-5.6-sol did on this task, in order.

download JSON ↗
codexgpt-5.6-sol198 turns11 narration187 reasoning187 action187 observation1 final
#151
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "95",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 8.0 seconds
Output:
SESSION_ID=89296
#152
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:89296,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script running with cell ID 96
Wall time 11.0 seconds
Output:
#153
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "96",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 16.3 seconds
Output:
SESSION_ID=89296
#154
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"ps -o pid,etime,%cpu,%mem,rss,cmd -p 89296 $(pgrep -f 'submission/curate.py' | head -1); cat .timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
Warning: truncated output (original token count: 1934)
Total output lines: 3

  PID     ELAPSED %CPU %MEM   RSS CMD
  190       36:18  0.0  0.0  6256 bash -c  rm -f /tmp/ri-exec-de9eedf097ae4352a5ef52919d23f4ad.pid setsid bash -c 'set -o pipefail;  export PATH="$HOME/.local/bin:/usr/local/bin:$PATH" if [ -s ~/.nvm/nvm.sh ]; then . ~/.nvm/nvm.sh; fi OUT=/logs/agent/codex.txt mkdir -p "$(dirname "$OUT")" : > "$OUT" ATT="$(mktemp /tmp/codex-attempt.XXXXXX)" trap '"'"'rm -f "$ATT"'"'"' EXIT  read_remaining() {   local r=""   if [ -r /workspace/.timer/remaining_secs ]; then     r="$(cat /workspace/.timer/remaining_secs 2>/dev/null)"   fi   if ! [ "$r" -ge 0 ] 2>/dev/null; then r="${TASK_BUDGET_SECS:-}"; fi   if ! [ "$r" -ge 0 ] 2>/dev/null; then r=86400; fi   echo "$r" }  MIN_REM=90 MAX_RESUMES=15 BASE=20 CAP=240 JIT=25 N=0 rc=1 while : ; do   REM="$(read_remaining)"   if [ "$REM" -le "$MIN_REM" ] 2>/dev/null; then     echo "=== codex: budget exhausted (remaining=${REM}s); stopping ===" | tee -a "$OUT"     break   fi   : > "$ATT"   if [ "$N" -eq 0 ]; then     codex exec --dangerously-bypass-approvals-and-sandbox --skip-git-repo-check --model azure_ai/gpt-5.6-sol --json --enable unified_exec -c model_reasoning_effort=high -c model_reasoning_effort=high -c request_max_retries=12 -c stream_max_retries=12 -c stream_idle_timeout_ms=600000 -- '"'"'# Task: Curate a raw web corpus to train the best small language model  ## Context You are assembling the pretraining data for a small language model. You have a large pool of **raw web documents** at `/workspace/data/pool.jsonl` — one JSON object per line: `{"id": <int>, "text": "..."}`. The documents are unlabeled. The pool holds **182,016 documents (~200M GPT-2 tokens total)**.  Compute is fixed: the model is trained on a **fixed budget of 12,000,000 tokens** — only ~6% of the pool, far smaller than the whole thing. So you cannot train on everything: you must decide *which* documents are worth training on. The training pipeline tokenizes your selection (GPT-2 BPE) in priority order and stops once it has…934 tokens truncated…nd-sandbox --skip-git-repo-check --model azure_ai/gpt-5.6-sol --json --enable unified_exec -c model_reasoning_effort=high -c model_reasoning_effort=high -c request_max_retries=12 -c stream_max_retries=12 -c stream_idle_timeout_ms=600000 -- '"'"'A transient rate-limit (HTTP 429) interrupted you; nothing you did was lost and your session is intact. Do NOT restart from scratch. Check your remaining time budget at /workspace/.timer/remaining_secs (seconds) and continue from exactly where you left off. Before you run out of time, make sure you have written the final required deliverable to the exact path the task specifies (do not leave it only in scratch/candidate files).'"'"' </dev/null 2>&1 | stdbuf -oL tee -a "$OUT" "$ATT" >/dev/null     rc=${PIPESTATUS[0]}   fi   # success: clean exit AND a terminal turn.completed AND no terminal failure   # marker in THIS attempt. NB: `"type":"error"` alone is NOT failure — codex   # emits it for transient/recoverable transport errors (503/429 reconnects)   # then rides through to turn.completed; only turn.failed / "exceeded retry   # limit" (or a missing turn.completed) mean the turn actually died.   if [ "$rc" -eq 0 ] \      && grep -q '"'"'"type":"turn.completed"'"'"' "$ATT" \      && ! grep -q '"'"'"type":"turn.failed"\|exceeded retry limit'"'"' "$ATT"; then     echo "=== codex: turn completed cleanly (rc=0) ===" | tee -a "$OUT"     break   fi   N=$((N+1))   if [ "$N" -gt "$MAX_RESUMES" ]; then     echo "=== codex: gave up after ${N} resumes (rc=${rc}) ===" | tee -a "$OUT"     break   fi   # exponential backoff with jitter, capped   SLP=$(( BASE * (1 << (N-1)) ))   [ "$SLP" -gt "$CAP" ] && SLP=$CAP   SLP=$(( SLP + (RANDOM % (JIT+1)) ))   echo "=== codex: turn failed (rc=${rc}); resume #${N} in ${SLP}s ===" | tee -a "$OUT"   sleep "$SLP" done exit "$rc" ' & child="$!" echo "$child" > /tmp/ri-exec-de9eedf097ae4352a5ef52919d23f4ad.pid wait "$child" rc="$?" rm -f /tmp/ri-exec-de9eedf097ae4352a5ef52919d23f4ad.pid exit "$rc" 
3227
#155
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"pgrep -af 'python submission/curate.py|curate.py' | tail -5\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
Warning: truncated output (original token count: 4105)
Total output lines: 5

192 bash -c set -o pipefail;  export PATH="$HOME/.local/bin:/usr/local/bin:$PATH" if [ -s ~/.nvm/nvm.sh ]; then . ~/.nvm/nvm.sh; fi OUT=/logs/agent/codex.txt mkdir -p "$(dirname "$OUT")" : > "$OUT" ATT="$(mktemp /tmp/codex-attempt.XXXXXX)" trap 'rm -f "$ATT"' EXIT  read_remaining() {   local r=""   if [ -r /workspace/.timer/remaining_secs ]; then     r="$(cat /workspace/.timer/remaining_secs 2>/dev/null)"   fi   if ! [ "$r" -ge 0 ] 2>/dev/null; then r="${TASK_BUDGET_SECS:-}"; fi   if ! [ "$r" -ge 0 ] 2>/dev/null; then r=86400; fi   echo "$r" }  MIN_REM=90 MAX_RESUMES=15 BASE=20 CAP=240 JIT=25 N=0 rc=1 while : ; do   REM="$(read_remaining)"   if [ "$REM" -le "$MIN_REM" ] 2>/dev/null; then     echo "=== codex: budget exhausted (remaining=${REM}s); stopping ===" | tee -a "$OUT"     break   fi   : > "$ATT"   if [ "$N" -eq 0 ]; then     codex exec --dangerously-bypass-approvals-and-sandbox --skip-git-repo-check --model azure_ai/gpt-5.6-sol --json --enable unified_exec -c model_reasoning_effort=high -c model_reasoning_effort=high -c request_max_retries=12 -c stream_max_retries=12 -c stream_idle_timeout_ms=600000 -- '# Task: Curate a raw web corpus to train the best small language model  ## Context You are assembling the pretraining data for a small language model. You have a large pool of **raw web documents** at `/workspace/data/pool.jsonl` — one JSON object per line: `{"id": <int>, "text": "..."}`. The documents are unlabeled. The pool holds **182,016 documents (~200M GPT-2 tokens total)**.  Compute is fixed: the model is trained on a **fixed budget of 12,000,000 tokens** — only ~6% of the pool, far smaller than the whole thing. So you cannot train on everything: you must decide *which* documents are worth training on. The training pipeline tokenizes your selection (GPT-2 BPE) in priority order and stops once it has accumulated 12M tokens.  ## Goal Curate the pool: choose the documents that, trained on under the fixed budget, produce the **best language model**. Qua…3105 tokens truncated…e it**; the official run uses an identical frozen   copy. The only thing you control is the data selection. - Standard GPU sandbox (Python, PyTorch, transformers). How you assess document   quality is entirely up to you (filters, classifiers, heuristics, a model, etc.). - Your session ends when the wall-clock budget runs out — check   `/workspace/.timer/remaining_secs` at any point for the authoritative time left   (don't assume a fixed number of hours). Every training run you do comes out of   that budget. - No internet. The pool's documents are freshly assembled; you cannot look up   any quality labels — any quality signal must come from your own analysis.  ## How you are scored Official: your selection fills the fixed token budget, the frozen script trains the 30M GPT from scratch, and the verifier measures the **absolute held-out perplexity on the hidden high-quality target** (a different sample from the disclosed domain than the dev set). That perplexity is your score. **Lower is better** — the goal is simply to push held-out perplexity as low as you can.  The verifier reports the raw perplexity and does no normalization. For reference and for a separate downstream normalization step, the benchmark records two fixed anchors: a **baseline** of held-out perplexity from a random selection (the do-nothing reference), and a **theoretical best** of perplexity 1 (the perplexity floor, unreachable in practice). Aim to get your held-out perplexity well below the random baseline.  ## Constraints - `selection.json` must be produced by `curate.py` from a stated criterion; an   opaque hand-picked id list fails the publishability check even if it scores well. - A selection with duplicate or out-of-range ids, or too few tokens to fill the   budget, is marked invalid (no score recorded) and excluded from ranking, so it   can't win and doesn't distort averages. 
3793 python submission/curate.py
4436 /bin/bash -c pgrep -af 'python submission/curate.py|curate.py' | tail -5
#156
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"ps -o pid,etime,%cpu,%mem,rss,stat,cmd -p 3793\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
  PID     ELAPSED %CPU %MEM   RSS STAT CMD
#157
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:89296,chars:\"\",yield_time_ms:1000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
wrote 50000 unique IDs to /workspace/submission/selection.json
estimated domain tokens: [12422338, 12422022, 12422146, 12423315]
#158
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json\\nx=json.load(open('submission/selection.json'));y=json.load(open('/tmp/bal08dedup.json'))\\nprint('n',len(x),'unique',len(set(x)),'range',min(x),max(x),'same',x==y)\\nfor i,(a,b) in enumerate(zip(x,y)):\\n if a!=b: print('firstdiff',i,a,b);break\\nPY\\nls -lh submission/selection.json submission/curate.py claim.md\\npython -m py_compile submission/curate.py\\ncat .timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":2000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.2 seconds
Output:
n 50000 unique 50000 range 1 182015 same False
firstdiff 17 132636 155292
-rw-r--r-- 1 root root 1.9K Aug  3 23:13 claim.md
-rw-r--r-- 1 root root 7.2K Aug  3 23:13 submission/curate.py
-rw-r--r-- 1 root root 343K Aug  3 23:19 submission/selection.json
3187
#159
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json\\nh={int(a):b for a,b in map(str.split,open('/tmp/hashes.tsv'))}\\nx=json.load(open('submission/selection.json'));y=json.load(open('/tmp/bal08dedup.json'))\\nprint('id same positions',sum(a==b for a,b in zip(x,y)))\\nprint('hash same positions',sum(h[a]==h[b] for a,b in zip(x,y)))\\nfor i,(a,b) in enumerate(zip(x,y)):\\n if h[a]!=h[b]:print('first content diff',i,a,b,h[a],h[b]);break\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.2 seconds
Output:
id same positions 49579
hash same positions 50000
#160
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python pack_selection.py submission/selection.json /tmp/final_train.npy && cmp -s /tmp/final_train.npy /tmp/traindedup.npy; echo packed_array_matches_validated_candidate=$?\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=44435
#161
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:44435,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script running with cell ID 104
Wall time 11.0 seconds
Output:
#162
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "104",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 15.0 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (2000 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 50000 ids -> /tmp/final_train.npy
packed_array_matches_validated_candidate=0
#163
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np,json\\nh={int(a):b for a,b in map(str.split,open('/tmp/hashes.tsv'))};r=np.loadtxt('/tmp/scores.tsv');r=r[(r[:,1]>=900)&(r[:,1]<=30000)];lists=[]\\nfor j in range(4):\\n ds=r[:,3+j]-np.max(np.delete(r[:,3:7],j,axis=1),axis=1);sc=r[:,2]+.8*ds;o=np.argsort(-sc);lists.append([(int(r[k,0]),r[k,1]) for k in o])\\npos=[0]*4;used=set();uh=set();tot=[0.]*4;out=[];owners=[];fac=[.27,.27,.27,.34]\\nwhile len(out)<20000:\\n j=min(range(4),key=lambda x:(tot[x],x))\\n while True:\\n  i,ch=lists[j][pos[j]];pos[j]+=1\\n  if i not in used and h[i] not in uh:break\\n used.add(i);uh.add(h[i]);out.append(i);owners.append(j);tot[j]+=ch*fac[j]\\njson.dump(dict(zip(map(str,out),owners)),open('/tmp/ownersfinal.json','w'))\\nprint(len(out),tot,[owners.count(j) for j in range(4)])\\nPY\\npython - <<'PY'\\nimport json,re,numpy as np\\nfrom transformers import GPT2TokenizerFast\\nown={int(k):v for k,v in json.load(open('/tmp/ownersfinal.json')).items()};sel=json.load(open('submission/selection.json'));rank={x:i for i,x in enumerate(sel)}; want=set(sel[:20000]); groups=['']*4\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line)\\n if d['id'] in want and d['id'] in own:groups[own[d['id']]]+=' '+d['text']\\nt=GPT2TokenizerFast.from_pretrained('gpt2',local_files_only=True);a=np.load('data/multi_dev.npy'); targets=[t.decode(a[i*250000:(i+1)*250000]) for i in range(4)]\\nterms=[' i ',' we ',' you ',' he ',' she ',' they ',' was ',' is ',' said ',' according ',' born ',' died ','<p>','<code>','?','!',' .',' ,']\\nfor typ,gs in [('target',targets),('select',groups)]:\\n print(typ)\\n for j,x in enumerate(gs):\\n  y=' '+x.lower()+' '; nw=len(re.findall(r'[a-z]+',y));print(j,'words',nw,[(z,round(y.count(z)*1000/nw,2)) for z in terms])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":5000}); text(r.output)\n"
}
exec result
Script running with cell ID 105
Wall time 11.0 seconds
Output:
#164
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "105",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 6.2 seconds
Output:
20000 [4730570.640000004, 4730988.060000003, 4730106.510000005, 4731932.660000006] [5313, 4775, 5795, 4117]
#165
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,re,numpy as np\\nfrom transformers import GPT2TokenizerFast\\nown={int(k):v for k,v in json.load(open('/tmp/ownersfinal.json')).items()};sel=json.load(open('submission/selection.json'));want=set(sel[:16000]); groups=[[] for _ in range(4)]\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line)\\n if d['id'] in want: groups[own[d['id']]].append(d['text'])\\nt=GPT2TokenizerFast.from_pretrained('gpt2',local_files_only=True);a=np.load('data/multi_dev.npy');targets=[t.decode(a[i*250000:(i+1)*250000]) for i in range(4)]\\nterms=[' i ',' we ',' you ',' he ',' she ',' they ',' was ',' is ',' said ',' according ',' born ',' died ','<p>','<code>','?','!',' .',' ,']\\nfor typ,gs in [('target',targets),('select',groups)]:\\n print(typ)\\n for j,xs in enumerate(gs):\\n  nw=0;c={z:0 for z in terms}\\n  for x in xs if isinstance(xs,list) else [xs]:\\n   y=' '+x.lower()+' ';nw+=len(re.findall(r'[a-z]+',y))\\n   for z in terms:c[z]+=y.count(z)\\n  print(j,'words',nw,[(z,round(c[z]*1000/nw,2)) for z in terms])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":5000}); text(r.output)\n"
}
exec result
Script completed
Wall time 4.7 seconds
Output:
Traceback (most recent call last):
  File "<stdin>", line 6, in <module>
KeyError: 114743
#166
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,re,numpy as np\\nfrom transformers import GPT2TokenizerFast\\nh={int(a):b for a,b in map(str.split,open('/tmp/hashes.tsv'))};oo={int(k):v for k,v in json.load(open('/tmp/ownersfinal.json')).items()};ho={h[i]:v for i,v in oo.items()}\\nsel=json.load(open('submission/selection.json'));want=set(sel[:16000]); groups=[[] for _ in range(4)]\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line)\\n if d['id'] in want: groups[ho[h[d['id']]]].append(d['text'])\\nt=GPT2TokenizerFast.from_pretrained('gpt2',local_files_only=True);a=np.load('data/multi_dev.npy');targets=[t.decode(a[i*250000:(i+1)*250000]) for i in range(4)]\\nterms=[' i ',' we ',' you ',' he ',' she ',' they ',' was ',' is ',' said ',' according ',' born ',' died ','<p>','<code>','?','!',' .',' ,']\\nfor typ,gs in [('target',targets),('select',groups)]:\\n print(typ)\\n for j,xs in enumerate(gs):\\n  if isinstance(xs,str):xs=[xs]\\n  nw=0;c={z:0 for z in terms}\\n  for x in xs:\\n   y=' '+x.lower()+' ';nw+=len(re.findall(r'[a-z]+',y))\\n   for z in terms:c[z]+=y.count(z)\\n  print(j,'words',nw,[(z,round(c[z]*1000/nw,2)) for z in terms])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":5000}); text(r.output)\n"
}
exec result
Script completed
Wall time 10.2 seconds
Output:
target
0 words 183200 [(' i ', 1.16), (' we ', 0.27), (' you ', 0.31), (' he ', 4.58), (' she ', 3.05), (' they ', 1.8), (' was ', 13.42), (' is ', 5.35), (' said ', 0.58), (' according ', 0.58), (' born ', 0.22), (' died ', 0.25), ('<p>', 0.0), ('<code>', 0.0), ('?', 0.14), ('!', 0.22), (' .', 44.92), (' ,', 63.22)]
1 words 187341 [(' i ', 4.52), (' we ', 3.21), (' you ', 5.62), (' he ', 4.4), (' she ', 0.75), (' they ', 3.09), (' was ', 5.38), (' is ', 11.43), (' said ', 1.91), (' according ', 0.35), (' born ', 0.03), (' died ', 0.07), ('<p>', 0.0), ('<code>', 0.0), ('?', 1.91), ('!', 1.42), (' .', 2.24), (' ,', 0.17)]
2 words 186078 [(' i ', 1.61), (' we ', 2.0), (' you ', 1.11), (' he ', 5.35), (' she ', 1.37), (' they ', 2.33), (' was ', 5.64), (' is ', 8.8), (' said ', 3.87), (' according ', 0.27), (' born ', 0.07), (' died ', 0.19), ('<p>', 0.0), ('<code>', 0.0), ('?', 0.68), ('!', 2.26), (' .', 0.12), (' ,', 0.04)]
3 words 122468 [(' i ', 9.28), (' we ', 0.75), (' you ', 8.99), (' he ', 0.09), (' she ', 0.02), (' they ', 0.87), (' was ', 0.93), (' is ', 11.74), (' said ', 0.08), (' according ', 0.06), (' born ', 0.0), (' died ', 0.0), ('<p>', 25.97), ('<code>', 11.25), ('?', 6.31), ('!', 1.4), (' .', 1.56), (' ,', 0.32)]
select
0 words 2257338 [(' i ', 0.97), (' we ', 0.82), (' you ', 0.7), (' he ', 5.25), (' she ', 2.34), (' they ', 1.82), (' was ', 9.37), (' is ', 7.73), (' said ', 0.66), (' according ', 0.29), (' born ', 0.4), (' died ', 0.37), ('<p>', 0.0), ('<code>', 0.0), ('?', 0.69), ('!', 0.54), (' .', 0.45), (' ,', 0.1)]
1 words 2493731 [(' i ', 11.13), (' we ', 4.58), (' you ', 6.66), (' he ', 5.2), (' she ', 1.7), (' they ', 4.28), (' was ', 6.74), (' is ', 11.67), (' said ', 1.14), (' according ', 0.18), (' born ', 0.07), (' died ', 0.06), ('<p>', 0.0), ('<code>', 0.0), ('?', 3.66), ('!', 1.72), (' .', 0.32), (' ,', 0.05)]
2 words 2318341 [(' i ', 1.4), (' we ', 1.76), (' you ', 0.81), (' he ', 5.43), (' she ', 1.49), (' they ', 2.54), (' was ', 7.42), (' is ', 7.77), (' said ', 3.62), (' according ', 0.5), (' born ', 0.04), (' died ', 0.14), ('<p>', 0.0), ('<code>', 0.0), ('?', 0.7), ('!', 0.37), (' .', 0.43), (' ,', 0.13)]
3 words 1760975 [(' i ', 6.07), (' we ', 1.6), (' you ', 8.86), (' he ', 0.17), (' she ', 0.07), (' they ', 0.93), (' was ', 1.39), (' is ', 11.35), (' said ', 0.1), (' according ', 0.09), (' born ', 0.01), (' died ', 0.01), ('<p>', 0.05), ('<code>', 0.0), ('?', 3.33), ('!', 2.1), (' .', 1.51), (' ,', 0.23)]
#167
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json\\nq=[]\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line);x=d['text'];n=x.count('<p>')+2*x.count('<code>')+x.count('<pre>')\\n if n:q.append((n,d['id'],len(x),x[:300].replace('\\\\n',' ')))\\nprint(len(q),sum(x[0] for x in q),sum(x[2] for x in q))\\nfor z in sorted(q,reverse=True)[:60]: print(z)\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":12000}); text(r.output)\n"
}
exec result
Script completed
Wall time 4.1 seconds
Output:
215 522 2149698
(21, 166048, 18207, " bloggers like this:<|endoftext|>SEO-Jedi's Profile - Moz Moz Products Blog About Search Resources Resources Moz Pro Moz Local Free SEO Tools Log in Menu icon-close SEO Learning Center Broaden your SEO knowledge with resources for all skill levels. Q&A Get answers from the Moz Community. Help Hub Le")
(20, 172123, 115501, 'ديوانية الاسبانية تسجيل الدخول سجل ENGLISH الصفحة الرئيسية أخبار معدل التحويل أسعار الذهب عروض المدونات هدف الإعلانات المبوبة المنتديات أكثر من أشرطة فيديو حملات ENGLISH البحث المتقدم بحث البحث المتقدم جدولة حدث ملاحظة !!! عزيزي المستخدم، جميع النصوص العربية قد تمت ترجمتها من نصوص الانجليزية باستخدا')
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(11, 116189, 4328, '.4.10 released | Apache Wicket Quick Start Download Documentation Support Contribute Community Apache Wicket 1.4.10 released 11 Aug 2010 This is the tenth maintenance release of the 1.4.x series and brings over thirty bug fixes and improvements. As well as bringing bug fixes and small improvements, ')
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(8, 135672, 18421, 'er Cooktop Griddle (4396096RB Other) - close more info /wcsstore/NARStorefrontAssetStore/ Ready to Buy 2. Quantity: 3. Add to Cart or Add to my wish list required information Select... Your browser does not support JavaScript! Please enable Javascript to run in your browser and reload this page. Liv')
(8, 122798, 54027, ' Needs<|endoftext|>ALM Toggle navigation ALM Status Works Sources Support Installation Deployment Setup Sources API Rake Alerts Styleguide Releases Roadmap Contributors Support Forum Sign in with PLOS ID Cell-Type Independent MYC Target Genes Reveal a Primordial Signature Involved in Biomass Accumul')
(6, 180877, 16821, ': Indents, Margins, and Alignment for the Kindle Fire Pages Home Published Smashwords Formatting Tutorial About/Contact Paul BB eBooks April 18, 2012 Indents, Margins, and Alignment for the Kindle Fire Thank you for visiting this eBook design tutorial. We now have an eBook design startup—BB eBooks—d')
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(4, 124640, 7533, ' by Webpundits<|endoftext|>CSS Float and Clear - Float Left, Float Right, Clear Both CSS Tutorial CSS Selectors CSS Color Codes CSS For Text CSS Font Properties CSS Box Model CSS Float and Clear CSS Background Properties Pseudo Selectors Navigation Menu Div Based Fixed Layout CSS Display Property Fi')
(4, 119578, 51823, 'ena - Unsubscribe This website uses cookies. They are harmless and used for anonymous traffic statistics. By using this site, you accept our use of cookies OK About Change Country Login Search Search Menu Healthcare Products Incontinence Products Bed Protection Skin Care Bambo Nature Resources About')
(4, 106947, 3736, "View Full Version : Spreader Transport? 03-31-2000, 06:40 AM How do you secure your spreader in the bed of your truck or on the trailer? What dorducts are available to mount the spreader during transport?<br>I have a Prizelawn bigfoot and a Duraliner bedliner in my truck I'm looking for a solution o")
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(4, 10732, 461, 'This page contains historical information about our SVN server. We now use Git instead. The SVN URL for the original MPICH2 trunk was: https://svn.mcs.anl.gov/repos/mpi/mpich2/trunk. In place of trunk, there were tags<code>. Within those two directories there were also two subdirectories, <code>dev ')
(4, 4313, 21523, 'Methods | Statistics | Clinical | Educational | Industrial | Professional items | World psychology | The Semantic Web is an evolving extension of the World Wide Web in which the semantics of information and services on the web is defined, making it possible for the web to understand and satisfy the ')
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(3, 161888, 11882, ' basketball betting notebook: Illini finding footing as underdog, BC bettors dealt bad beat at Duke NFL6AxA8ZrrIkUCay6Iekgs6k MLB5nf5uAz2yAo6IMAsckq8Qa Home News Scoreboard Schedule Standings Odds NBA6u9BKVTY2ckW2iOMgUiwyc NHLrsDGYfODbqOaqYKaww4iq Golf7A0eylzER2uqQY2kcQqyWS Home News Leaderboard Sch')
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(2, 181023, 4473, ' IS DIABETIC RASH WHAT IS DIABETIC RASH ATENCIÓN AL CLIENTE +34 952 032 661 En Inglés y Alemán +34 670 66 18 16 info@markisenmann.es Primary Menu Skip to content INICIO SERVICIOS PRODUCTOS EMPRESA CONTACTO Menu Post navigation ← How-to Write An Investigation Issue for Research Reports Rückblick von ')
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(2, 179233, 3073, ' Designs<|endoftext|>Using Stacks With LiveCode Server Using Stacks With LiveCode Server Mike Bonner bonnmike at gmail.com Tue Aug 28 18:27:19 CDT 2012 Previous message: Using Stacks With LiveCode Server Next message: Using Stacks With LiveCode Server Messages sorted by: [ date ] [ thread ] [ subjec')
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(2, 178065, 3187, 'co.com<|endoftext|>Heat: The Space Age of Pro Wrestling - HEAT #158 – The Rematch Heat: The Space Age of Pro Wrestling The Wrestling Webcomic from the 31st Century RSS ‹ › Home About/Contact Rules of the Ring Super Max Challenge Rules Archives Roster Dick the Bastard Mad Doc Crockett Wooly Bully Ron')
(2, 177737, 13051, 'Caponata - Not Without Salt Journal About Recipes Contact Shop Book Intro | Recipe Print | Share View All Posts Newer Posts Older Posts All Posts Icon | Previous post in category | Next post in category Tweet May 18, 2011 Caponata Intro One quick announcement before we move on to Caponata. I am THRI')
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(2, 175598, 6739, ' Gold Launches a New Multi-Vitamin, Featuring Glutathione | Free News Distribution Friday , 19 April 2019 Free News Distribution Home Who Are We Featured News Industries Technology Lifestyle Business Post a News Become an Author Advertise with us Contact us Breaking News Recent Release 2019 : Global')
(2, 175479, 8622, 'Feedjit Live Blog Stats<|endoftext|>Interview with @PowerStoneWorld, seeking to revitalize PowerStone Home About Leagues Rules Spades Rules Backgammon Rules First Game? Articles PC News & Reviews All Articles All Reviews My Account Register Home About Leagues Rules Spades Rules Backgammon Rules Firs')
(2, 174342, 4799, ' discuss the wind park in Mirkovo | Bulgaria Gazette - News from Bulgaria Home Sofia Plovdiv Varna Burgas Ruse Veliko Tarnovo Business Lifestyle Politics Society Sports Home » Business General Electric and Petar Dimitrov discuss the wind park in Mirkovo Submitted on Wednesday, 18 February 2009No Com')
(2, 174212, 3026, '<|endoftext|>Stacy Robison from CommunicateHealth interviewed on Health Literacy Out Loud - CommunicateHealth Blog Menu Menu Skip to content Blog Ideas We ♥ Health Literacy Glossary Insights Portfolio Our Work Our Clients Services Capabilities Approach Company About Us Team Contract Vehicles Contact')
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(2, 171001, 6260, ' you the Particulars on the top Administration That just a Few People Understand Are present | WordPress Wordpress Just another WordPress site Menu Skip to content Home Sample Page Rare Article Offers you the Particulars on the top Administration That just a Few People Understand Are present Leave a')
(2, 170569, 3856, 'BB Group<|endoftext|>Google Chrome Update: HTTP Security Warnings and Why You Should Migrate to HTTPS Home About Services Marketing Strategy Content Marketing Social Media SEO SEM & Advertising Marketing Automation Integrated Analytics Web Design Resources Blog Contact The Latest Google Chrome Updat')
(2, 170375, 11220, 'Loading... Close Submit<|endoftext|>Intern - Account Management Team in Rome - Zoomdojo Skip to main content Main menu Internships Jobs City Guides Companies Search Internships Create Résumé Sign In Sign Up You are here Home Intern - Account Management Team in Rome Intern - Account Management Team M')
(2, 169636, 6348, ' of the Trail | Philly Pedals About Advertise Contact News Columns Ridealong Touring Tips by Troy Mustache Trans-Sylvania Diary Interviews Cyclocross Daily Rider Opinion Community Commuting Racing Mountain Road Urban Cargo Family Touring Youth Art – Education Tips – Safety How-to Product Reviews Urb')
(2, 168982, 1192, ' MOSES | Malawian Orphans Sponsored Education Scheme Malawian Orphans Sponsored Education Scheme Supporting the education of orphaned children in Malawi Menu Skip to content MOSES News Events What is MOSES? MOSES Aims & Constitution About Malawi History Politics Geography Culture Education HIV/AIDS ')
(2, 168556, 9768, ': What clothing do you wear in your shop? - Woodworking Blog Woodworking Blog Helping you become a better woodworker Home About Contact Us Shop Highland Woodworking Subscribe to our Weekly Highland Woodworking Newsletter Receive articles, videos, sales and more directly to your inbox! Email Address ')
#168
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,re,numpy as np,heapq,time\\nfrom transformers import GPT2TokenizerFast\\nW=re.compile(r'[a-z]+');t=GPT2TokenizerFast.from_pretrained('gpt2',local_files_only=True);a=np.load('data/multi_dev.npy')\\nmp={};N=7\\nfor j in range(4):\\n x=t.decode(a[j*250000:(j+1)*250000]).lower();w=W.findall(x)\\n for i in range(len(w)-N+1):mp[tuple(w[i:i+N])]=mp.get(tuple(w[i:i+N]),0)|(1<<j)\\nprint('ngrams',len(mp),flush=True)\\nh=[[] for _ in range(4)];nz=[0]*4\\nfor z,line in enumerate(open('data/pool.jsonl')):\\n d=json.loads(line);w=W.findall(d['text'].lower())[:2500];c=[0]*4\\n for i in range(len(w)-N+1):\\n  m=mp.get(tuple(w[i:i+N]),0)\\n  if m:\\n   for j in range(4):c[j]+=bool(m&(1<<j))\\n for j in range(4):\\n  if c[j]:nz[j]+=1\\n  v=c[j]\\n  item=(v,d['id'],len(d['text']),d['text'][:220].replace('\\\\n',' '))\\n  if len(h[j])<30:heapq.heappush(h[j],item)\\n  elif item>h[j][0]:heapq.heapreplace(h[j],item)\\nprint('nz',nz)\\nfor j in range(4):\\n print('\\\\nDOMAIN',j)\\n for q in sorted(h[j],reverse=True):print(q)\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":12000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=51182
#169
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:51182,chars:\"\",yield_time_ms:30000,max_output_tokens:12000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script running with cell ID 110
Wall time 11.0 seconds
Output:
#170
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "110",
  "yield_time_ms": 30000,
  "max_tokens": 12000
}
wait result
Script completed
Wall time 9.2 seconds
Output:
ngrams 657044
SESSION_ID=51182
#171
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:51182,chars:\"\",yield_time_ms:30000,max_output_tokens:12000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
nz [792, 2019, 835, 768]

DOMAIN 0
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(5, 159990, 10648, ' Gees, Dies at 62 - The New York Times NYTimes.com no longer supports Internet Explorer 9 or earlier. Please upgrade your browser. LEARN MORE » Sections Home Search Skip to content Skip to navigation View mobile version ')
(5, 107254, 12114, 'ppard Mullin Elects Eleven Attorneys To Partnership Sheppard, Mullin, Richter & Hampton LLP is pleased to announce that the firm has elevated eleven of its attorneys to partner. The eleven new partners are Elizabeth S. B')
(5, 86867, 5581, ".<|endoftext|>Jane Mary Gardam OBE FRSL (born 11 July 1928) is an English writer of children's and adult fiction. She also writes reviews for The Spectator and The Telegraph, and writes for BBC radio. She lives in Kent, ")
(5, 28838, 2180, 'Austin Film Festival & Screenwriters Conference (AFF) announced today the full schedule of films and panels for the 22nd annual Festival, which will run from October 29-November 5. Of note, John Singleton and Chris Coope')
(4, 162482, 4630, 'CAD$ CAD$ USD$ Free shipping on orders over $99. 0 item(s) - CAD$0.00 Your shopping cart is empty! MENU Diapers Patterns Solids Cloth Diapers for Newborns, Newborn Cloth Diapers + Training Pants Patterns Solids + Diaper ')
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(4, 146866, 15529, ' on Civil Rights Republican Representative (CA-42) Voted NO on prohibiting job discrimination based on sexual orientation. HR3685: Employment Non-Discrimination Act: Makes it an unlawful employment practice to discrimina')
(4, 126608, 14032, 'Company Details Contact Us<|endoftext|>Poker calculate probability Poker calculate probability Prime slots login eerst dicht, toen hoorde ik dat ie open was. It amazes me to look at the pile of toys in our living room. B')
(4, 124210, 15530, 'Gary Miller on Civil Rights Gary Miller on Civil Rights Republican Representative (CA-42) Voted NO on prohibiting job discrimination based on sexual orientation. HR3685: Employment Non-Discrimination Act: Makes it an unl')
(4, 113608, 2529, ' States and the European Union say that the Israel-Palestinian peace talks will fail if Israel does not stop building in Biblical lands by Jimmy DeYoung September 30, 2010 The United States has requested that Israeli Pri')
(4, 113144, 3682, '<|endoftext|>Nigerian Warns Of Africa “Scramble� Obasanjo said the new scramble for Africa was for the continent’s energy resources and that it primarily pits China against the United States. China has one of the w')
(4, 102384, 20091, ' Prayer Breakfast, 1998 |Born||Jeremiah Alvesta Wright, Jr. September 22, 1941 |Known for||Former pastor (retired) of Trinity United Church of Christ| Jeremiah Alvesta Wright, Jr., (born September 22, 1941) is Pastor Eme')
(4, 73103, 1102, 'Mark Rylance accepts the Tony Award for Best Performance by an Actor in a Leading Role in a Play for “Jerusalem” during the 65th annual Tony Awards, Sunday, June 12, 2011 in New York. (Jeff Christensen / AP) Actor Mark R')
(4, 59476, 5454, ' post provides a summary of noncompete and trade secret issues and cases that have arisen in the past month or so, but that I have not already addressed in recent posts. In addition to my summary, you will find links for')
(4, 56753, 17776, "<|endoftext|>I'm no Bond. I'm a banker on the move: Raghuram Rajan How do you look at the previous year? When I came in, my primary short-term objective was to change the conversation which had become focused on the exch")
(4, 56583, 4131, 'gar v. United States Annotate this Case 404 U.S. 1206 (1971) - Syllabus | U.S. Supreme Court Edgar v. United States, 404 U.S. 1206 (1971) Edgar v. United States Decided July 29, 1971 404 U.S. 1206 ON APPLICATION FOR STAY')
(4, 55112, 2305, '.<|endoftext|>Study links resentment of African Americans to support for voter ID laws Democrats and Independents who resent special considerations for African Americans are more likely to support voter ID laws, accordin')
(4, 34668, 16888, ' Bali Action Plan introduced language on “measurable, reportable and verifiable” greenhouse gas (GHG) mitigation actions and commitments, as well as support for GHG mitigation actions in developing countries. However, th')
(4, 30640, 7944, 'Hussainatu and Hassanatu Blake have been working together way before they were born. “We always say we have been together since the womb, which means we have been a working team all our lives,” said Hussainatu about her ')
(4, 18544, 38622, 'Monday, July 31, 2017 Department of State July 28, 2017 Representatives of the U.S. Government, private sector, and civil society will meet with nearly 1,000 young leaders from Sub-Saharan Africa during the State Departm')
(4, 16512, 2078, 'Cuttack, Feb 5 (IANS) International Cricket Council (ICC) chief executive Dave Richardson Tuesday praised the Board of Control for Cricket in India (BCCI), the Mumbai Cricket Association (MCA) and the Odisha Cricket Asso')
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(3, 173875, 3925, 'ner Statement On President Trump’s State of the Union Address | Congresswoman Ann Wagner Skip to main content Google Tag Manager Search form Search Home About Meet Ann Committees and Caucuses Our District Services Commen')

DOMAIN 1
(85, 159990, 10648, ' Gees, Dies at 62 - The New York Times NYTimes.com no longer supports Internet Explorer 9 or earlier. Please upgrade your browser. LEARN MORE » Sections Home Search Skip to content Skip to navigation View mobile version ')
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(82, 170046, 8733, ' US<|endoftext|>BLACK AIDE QUITS IN SOUTH AFRICA - The New York Times NYTimes.com no longer supports Internet Explorer 9 or earlier. Please upgrade your browser. LEARN MORE » Sections Home Search Skip to content Skip to ')
(82, 161582, 9091, 'agogue Comes Back to Life in Poland - The New York Times NYTimes.com no longer supports Internet Explorer 9 or earlier. Please upgrade your browser. LEARN MORE » Sections Home Search Skip to content Skip to navigation Vi')
(81, 169325, 7096, 'ATTER PERFORMERS IN STAMFORD - The New York Times NYTimes.com no longer supports Internet Explorer 9 or earlier. Please upgrade your browser. LEARN MORE » Sections Home Search Skip to content Skip to navigation View mobi')
(81, 165500, 6833, ' 2015 | RSS<|endoftext|>Is Mr. Gorbachev Turning Tail? - The New York Times NYTimes.com no longer supports Internet Explorer 9 or earlier. Please upgrade your browser. LEARN MORE » Sections Home Search Skip to content Sk')
(81, 158627, 8346, '. I agree Learn More<|endoftext|>DINING OUT; Smart Looks, and Tasty American Food - The New York Times NYTimes.com no longer supports Internet Explorer 9 or earlier. Please upgrade your browser. LEARN MORE » Sections Hom')
(81, 139562, 9609, " - Hotel Information<|endoftext|>ON PRO BASKETBALL; One Last Hurrah for the Bulls? Reinsdorf Isn't Quite Saying - The New York Times NYTimes.com no longer supports Internet Explorer 9 or earlier. Please upgrade your brow")
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(81, 116906, 9609, " - Hotel Information<|endoftext|>ON PRO BASKETBALL; One Last Hurrah for the Bulls? Reinsdorf Isn't Quite Saying - The New York Times NYTimes.com no longer supports Internet Explorer 9 or earlier. Please upgrade your brow")
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(18, 134731, 5449, 'The Jazz Butcher Conspiracy : Gigs : Search supports (display: grid) { // use modern grid layout } [at]-remove-supports (initial-letter: 4) or (-webkit-initial-letter: 4) { p::first-letter { color: rgba(255,190,150,0.9);')
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(14, 41748, 21090, 'Revision of Regulations Implementing the Convention on International Trade in Endangered Species of Wild Fauna and Flora (CITES); Import and Export of Sturgeon Caviar We, the Fish and Wildlife Service (FWS), propose to r')
(13, 12262, 10371, 'Devin Kelley Mehr zum Star: Devin Kelley Devin Kelley ist eine US-amerikanische Schauspielerin. Ihre bekannteste Rolle ist die der Dr. Maggie Langston in der Serie Resurrection. Devin Kelley (* Januar in Saint Paul, Minn')
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(10, 159360, 8174, " finest firearms safety training<|endoftext|>Alice Hoffman's Top Ten List | www.toptenbooks.net Home Author Lists All-Time Top Ten Lists Reader Lists About the Editor The List of Books Submit Your List Order J. Peder Zan")
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(10, 145891, 2836, '<|endoftext|>EEOC v. MARCHFIRST, INC. | Civil Rights Litigation Clearinghouse University of Michigan Law School Civil Rights Litigation Clearinghouse HOME ABOUT FOR TEACHERS SEARCH QUESTIONS RECENT ADDITIONS feedback/ su')
(10, 136704, 8152, " Top Ten List | www.toptenbooks.net Home Author Lists All-Time Top Ten Lists Reader Lists About the Editor The List of Books Submit Your List Order J. Peder Zane's new collection of essays and reviews. The Book: The Top ")
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(10, 123235, 2836, '<|endoftext|>EEOC v. MARCHFIRST, INC. | Civil Rights Litigation Clearinghouse University of Michigan Law School Civil Rights Litigation Clearinghouse HOME ABOUT FOR TEACHERS SEARCH QUESTIONS RECENT ADDITIONS feedback/ su')
(9, 143871, 26834, 'dotNet<|endoftext|>CAMPEONATO DE GUIPUZCOA INFANTIL DE INVIERNO - Tolosaldea IKT - Igeriketa Kirol Taldea20";display:block;height:0;clear:both;visibility:hidden}.clearfix:before,.clearfix:after{content:\'20\';display:block')
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DOMAIN 2
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(13, 57056, 3012, 'Rogues, cats, packs, a small clan. This is the making of a warrior clan. This is Fairy Tail united we stand! Together we win! A new generation. New friendships, new love-stories and of course, new danger. Will you stand ')
(12, 178643, 5920, '2018 © WhatsApp Inc. Privacy & Terms<|endoftext|>Southeast Asia Regional Outreach Seminar on Trade and Trafficking of Illicit Conventional Ammunition - UNRCPD - United Nations Regional Centre for Peace and Disarmament in')
(12, 25071, 2541, 'wait - C-17 GLOBEMASTER III The Defense Security Cooperation Agency notified Congress April 16 of a possible Foreign Military Sale to Kuwait for 1 C-17 GLOBEMASTER III aircraft and associated equipment, parts, training a')
(10, 91963, 3961, ' the world a better place essay Check out our top free essays on science is making the world better place to live to help you write your own essay. How we can make the world a better place by us to imagine how these goal')
(8, 88581, 3097, ', Citigroup earnings push financial stocks lower * United Health, CSX drop on results; Best Buy plummets * Dow down 0.4 pct, S&P 500 off 0.2 pct, Nasdaq up 0.03 pct By Caroline Valetkevitch NEW YORK, Jan 16 (Reuters) - T')
(6, 107523, 3483, ' officials say the death toll from twin bombings near the parliament building in the capital, Kabul, has risen to 38, with civilians and military personnel among the victims. More than 70 others were wounded in the attac')
(5, 165911, 16482, ' <# } #><|endoftext|>photography Archives | BeepBeep Nation Skip to content BeepBeep Nation Truly Making The World A Better Place Menu Home BeepBeep Nation App Store About Privacy Policy Kindness Pays Contact Tag: photog')
(5, 39622, 3060, 'Wall Street gains, with tech, growth shares in the lead NEW YORK (Reuters) – U.S. stocks ended higher on Tuesday, led by a 2% gain in the Nasdaq, as shares of technology and other big growth names rebounded from recent l')
(4, 150600, 16035, ' stock indexes end mixed ahead of US-China trade talk... | AccessWDUN.com Home Menu Search Facebook Twitter RSS Currently 59.0 °F Tuesday April 23rd, 2019 2:09AM Posted 4:51PM on Monday 11th February 2019 ( 2 months ago ')
(4, 148603, 40353, " condition }); }<|endoftext|>Blog | MI FRIP ---- LIVE FREE AND RESPONSIBILY MI FRIP —- LIVE FREE AND RESPONSIBILY HUMANITY'S DEFINING PHILOSOPHY—-TRUTH, JUSTICE AND MAXIMUM INDIVIDUAL FREEDOM RESPONSIBILITY, INDEPENDENCE")
(4, 139003, 9923, "Lowell Dreaming | Howl Magazine Search Arts & Culture Random Theater: Year Zero at MRT Recent Visions of Kerouac: Artist Barbara Gagel explores the Beat writer's 'light and dark' Retracing ‘On the Road’ 60 Years Later RI")
(4, 127944, 16035, ' stock indexes end mixed ahead of US-China trade talk... | AccessWDUN.com Home Menu Search Facebook Twitter RSS Currently 59.0 °F Tuesday April 23rd, 2019 2:09AM Posted 4:51PM on Monday 11th February 2019 ( 2 months ago ')
(4, 125947, 40358, "IP ---- LIVE FREE AND RESPONSIBILY MI FRIP —- LIVE FREE AND RESPONSIBILY HUMANITY'S DEFINING PHILOSOPHY—-TRUTH, JUSTICE AND MAXIMUM INDIVIDUAL FREEDOM RESPONSIBILITY, INDEPENDENCE AND PRIVACY Menu Skip to content Home Ab")
(4, 116347, 9923, "Lowell Dreaming | Howl Magazine Search Arts & Culture Random Theater: Year Zero at MRT Recent Visions of Kerouac: Artist Barbara Gagel explores the Beat writer's 'light and dark' Retracing ‘On the Road’ 60 Years Later RI")
(4, 98733, 28771, 'araj, Bennix case is not the first gruesome custodial murder case in Tamil Nadu, this state has a long history and a terrible record, just as every other state in India. The gruesome torture and murder of the father and ')
(4, 96034, 1812, 'aventura double sinks Siena Last Updated: March 3, 2013 4:55pm Two-goal Giacomo Bonaventura celebrates Giacomo Bonaventura scored in either half to move Atalanta nine points clear of the Serie A drop zone with a 2-0 vict')
(4, 43901, 4988, 'Virginie Grzelczyk Correspondent At first glance, it is easy to call the meeting between US president Donald Trump and his North Korean counterpart Kim Jong-un, “historic” and “unprecedented”. It was the first meeting be')
(4, 14283, 9167, 'Manufacturing drugs via small batch sterile fill-finish comes with unique considerations, but what are these, and what is the sector looking like after two years in a pandemic? Alex Garner, Khanh Ngo Courtney, and Frank ')
(4, 13928, 1691, 'Making History, And Eating Cake, In Farmers Branch For the first time in the history of Farmers Branch, a Hispanic council member has been sworn in. Ana Reyes, 39, will represent District One – which has a majority of Hi')
(3, 162716, 5633, 'ified<|endoftext|>More than 3,800 new vehicles registered in July: ministry Thursday, April 25, 2019 11:12 PM Daily Newspaper published by GPPC Doha, Qatar. Login Sign up Sign Out MENU HOME Qatar International Region Bus')
(3, 156971, 8914, '-209) Next Page >><|endoftext|>Golden Apple Surprises United Township High School Teacher with Prestigious Award for Excellence in Teaching — Golden Apple Our Mission Scholars Awards Partner With Us News DONATE Back Prog')
(3, 148172, 44622, 'ilers Accessories<|endoftext|>Threads or Cores: Which Do You Need? – OSnews Originals FAQ Sponsorship Contact Submit News Menu Home > Hardware > Threads or Cores: Which Do You Need? Threads or Cores: Which Do You Need? S')
(3, 147654, 1214, 'Stats.in.th<|endoftext|>Red Rose Inn - Bardstown, KY - 40004 Lodging, Hotels Bardstown, Kentucky, USA Lodging Dining Attractions Specialty Shopping Entertainment Recreation Organizations Business Directory Transportation')
(3, 145118, 2889, ', your browser is unsupported.<|endoftext|>\ufeff Rupee slips 7 paise to 69.24 vs USD in early trade Home Business & Economy Defence/security Education Entertainment environment Health Hot Gigs Bangalore Kolkata Mumbai New De')
(3, 140302, 80646, '�しています!( = Aishite imasu.) I love you! + Love related Japanese♥ – Maggie Sensei About Us Fun Videos! Maggie’s Room (New) Maggie’s room (Up to Sep. 14th, 2018) Main Lessons Index Mini Lesson Index Please support us♥ Menu ')
(3, 139843, 12381, 'ampa Buddhist Centre<|endoftext|>Silent Hill Heaven :: View topic - One question, possible plot hole. *Possible Spoilers...* Silent Hill Heaven http://silenthillforum.com/ One question, possible plot hole. *Possible Spoi')
(3, 138356, 65085, ' studio | Beautiful Girl In The Ballroom Beautiful Girl In The Ballroom Ballroom Dancing, Weight Loss, Inspiration, Community Tag Archives: dance studio April 9, 2016 by loveablestef Like Potatoes Maybe the case is the s')
(3, 138295, 7095, 'co Transformation - Culture - posted in December 2015 Contributors | Messages | Polls | Resources | VIDEO TRANSFORMATION DIGITAL OPERATIONS CLOUD ARCHITECTURES ECOSYSTEMS BUSINESS MODELS CULTURE STANDARDS IT TRANSFORMATI')
(3, 134315, 8909, ' Apple Surprises United Township High School Teacher with Prestigious Award for Excellence in Teaching — Golden Apple Our Mission Scholars Awards Partner With Us News DONATE Back Program Overview Scholar Institutes Mento')

DOMAIN 3
(239, 173780, 41938, '<|endoftext|>Bomag spare parts. Bomag parts dealer | AGA English English Русский Español العربية Request A Quote Shipping Login Menu Brands Machinery Industries Company Contact Find a part Bomag spare parts for sale. Buy')
(26, 168028, 151748, ' and may fluctuate.<|endoftext|>Posters | VIZBI Blog Videos Posters Nature Methods | VizbiPlus Join Mailing List Archive | 2019 VISUALIZING BIOLOGICAL DATA VIZBI Posters Thumbnails: List: Year: All 2019 2018 2017 2016 20')
(22, 164181, 10936, ' since 2002.<|endoftext|>获取斗鱼直播视频的下载地址 – 黑捷克 Menu Skip to content Main() Call Others X-Life Sch00l days MagicShow « 变革时别分神 编译avm » 获取斗鱼直播视频的下载地址 By hhjack | 2016年4月15日 - 09:37 | 2016年7月16日 X-Life 斗鱼直播应该火了好一阵了,和每一个互联网新兴业务')
(22, 154722, 1019, '<|endoftext|>12-23-10 WJB vs St Catharines - GI Log In Support 2010 - 2011 WHEATFIELD JR BLADES 12-23-10 WJB vs St Catharines If you would like a unmarked copy (suitable for small prints)of any picture for your own perso')
(22, 132066, 1019, '<|endoftext|>12-23-10 WJB vs St Catharines - GI Log In Support 2010 - 2011 WHEATFIELD JR BLADES 12-23-10 WJB vs St Catharines If you would like a unmarked copy (suitable for small prints)of any picture for your own perso')
(16, 161617, 11977, ' Loisirs Angers Sono Angers Music Store Connexion Contactez-nous Retrouvez-nous sur Facebook Rechercher Panier 0 Produit Produits (vide) Aucun produit À définir\tLivraison 0,00€ Total à payer : Commander Produit ajouté au')
(14, 138513, 6019, " Pinterest<|endoftext|>Calling PRC Methods Defined in WSDL 1.1 Documents WSDL Tutorials - Herong's Tutorial Examples - Version 2.03, by Dr. Herong Yang WSDL Tutorials - Herong's Tutorial Examples ∟Using WSDL in Perl with")
(14, 115857, 6019, " Pinterest<|endoftext|>Calling PRC Methods Defined in WSDL 1.1 Documents WSDL Tutorials - Herong's Tutorial Examples - Version 2.03, by Dr. Herong Yang WSDL Tutorials - Herong's Tutorial Examples ∟Using WSDL in Perl with")
(12, 161938, 9724, ' Fixtures & Accessories LED Lighting LED Track, Rail, Task & Undercabinet Lighting LED Track Lighting | Granite City Electric REGISTER SIGN IN ABOUT US SIGN IN Forgot Password? MY ACCOUNT ORDER HISTORY CREDIT APPLICATION')
(9, 153965, 2139, ' Reload to refresh your session.<|endoftext|>FlashTux :: W3BlackList :: Sites Home WeeChat EciAdsl WeeWM W3BlackList Gmemo FlashTris Coding Games English Français News Sites Documentation Letters FAQ Important: W3BlackLi')
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(8, 176609, 5761, ' PARISIENNE DRESS Edison NJ, Jovani NJ, Prom Dresses NJ, Evening Dresses NJ Wish List My Account Shopping Cart Register Log In facebook instagram Collections Contact Us Accessories Return Policy Directions & Hours Mori L')
(8, 154182, 6064, " Leonard. All Rights Reserved.<|endoftext|>Christina Wu Love ROBIN'S Bridal Boutique | St. Louis Dress Store (314) 822-7433 Wish List My Account Shopping Cart Register Log In facebook Menu Brides Bridesmaids Mothers Acce")
(8, 131526, 6059, "ina Wu Love ROBIN'S Bridal Boutique | St. Louis Dress Store (314) 822-7433 Wish List My Account Shopping Cart Register Log In facebook Menu Brides Bridesmaids Mothers Accessories About Contact Christina Wu Love Search by")
(7, 13090, 9527, "Process the data in delimited files more easily than with string parsing | Executive Summary:| Although you can use a TextStream object to open a plain-text file, it's not advantageous because you can only read the file ")
(6, 177645, 19049, ' the top<|endoftext|>Implementing MVP Pattern using UserControls with WCF Database Operations in Entity Framework and LINQ – PART I | Rami Vemula Home About Azure ASP.Net Core ASP.Net MVC ASP.Net Webforms C# SQL Server J')
(6, 154120, 3254, ' Blogger.<|endoftext|>Calvin Klein Straight Fit Cavalry Twill H34p9340UG44 Fatigue Wholesale, Exclusive, Inexpensive, Most Popular, New Listing, Online Sales, Store Sales Calvin Klein Sweater, Barbour Jacket, Calvin Klei')
(6, 154069, 10452, ".<|endoftext|>'The Chosen One' by Mystery Mark (exposure) - Magicians: The Gathering Register Forums Media Store Search Magicians: The Gathering > The Marketer > The Store 'The Chosen One' by Mystery Mark (exposure) User")
(6, 131464, 3260, ' Fit Cavalry Twill H34p9340UG44 Fatigue Wholesale, Exclusive, Inexpensive, Most Popular, New Listing, Online Sales, Store Sales Calvin Klein Sweater, Barbour Jacket, Calvin Klein Jeans, Barbour Hoodie! currency: US Dolla')
(6, 131413, 10452, ".<|endoftext|>'The Chosen One' by Mystery Mark (exposure) - Magicians: The Gathering Register Forums Media Store Search Magicians: The Gathering > The Marketer > The Store 'The Chosen One' by Mystery Mark (exposure) User")
(5, 180473, 26631, ' 2016 - www.salomaa.info www.salomaa.info Home of the Developer Menu Skip to content Home About New site Privacy Policy Monthly Archives: August 2016 Updating your Node.js environment Leave a reply I have used to use Win')
(4, 178169, 128686, "Facebook Twitter Google Plus Instagram ×<|endoftext|>Jobs in brisbane - Strategy1HR ');background-position:center center;background-repeat:no-repeat;background-size:24px !important}#header #quick-login-dropdown.loaded #s")
(4, 178087, 130965, " ref. 12W - Pioneer Selection ');background-position:center center;background-repeat:no-repeat;background-size:24px !important}#header #quick-login-dropdown.loaded #signin-dropdown{background-image:none;min-height:auto !")
(4, 172591, 2895, ' - Woolwich (London—Greenwich) | MoveGB {{title}} {{duration}} {{title}} Log in to your MoveGB account Email address Password Recover Password or Log in with Facebook Are you a MoveGB partner activity provider? Login her')
(4, 169907, 5069, 'ix Marketing, Inc.<|endoftext|>Regular window cleaner in Barnes - 07456 495 516 enquiries@spickandspanwindowcleaning.com Skip to content Home About Info Privacy Services Prices Faqs Testimonials Blog Contact ← Profession')
(4, 168171, 18450, ' it.OkPrivacy policy<|endoftext|>5 Reasons to Buy Time Warner Cable Monroe NC - #3 is EXTREMELY... Toggle navigation Toll Free 1-855-345-0205 Home TV Internet Voice Bundle Savings Spectrum TVTM from Time Warner Cable Exp')
(4, 167210, 138704, "BloggerTemplates<|endoftext|>Global Customer Services Manager jobs in Galway - HERO ');background-position:center center;background-repeat:no-repeat;background-size:24px !important}#header #quick-login-dropdown.loaded #s")
(4, 166314, 120995, " Architect - Identity and Access Management with ref. 189909_1543550332 - Peoplebank ');background-position:center center;background-repeat:no-repeat;background-size:24px !important}#header #quick-login-dropdown.loaded #")
(4, 166310, 131075, 'center center;background-repeat:no-repeat;background-size:24px !important}#header #quick-login-dropdown.loaded #signin-dropdown{background-image:none;min-height:auto !important} .trans,#haml-structure.dashboard .form for')
(4, 154170, 4124, " Research Co., Ltd. All Rights Reserved.<|endoftext|>Seriously Twisted Jewellery Pty Ltd - Men ', css: { border: 'none', padding: '15px', backgroundColor: '#000', '-webkit-border-radius': '10px', '-moz-border-radius': '1")
#172
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json\\ns=json.load(open('submission/selection.json'));r={x:i for i,x in enumerate(s)}\\nfor x in [1183,82269,47500,159990,142643,119987,88581,39622,13090,91439]:print(x,r.get(x))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
1183 434
82269 168
47500 1898
159990 None
142643 None
119987 None
88581 10597
39622 3418
13090 153
91439 8360
#173
narration

The regenerated selection packs to a byte-for-byte identical 12M-token array as the validated 307.758-perplexity candidate. I found one remaining plausible improvement to test: Wikipedia target fragments are much shorter than the current minimum document length, so I’m testing a domain-specific lower cutoff while leaving the other three validated rankings unchanged.

#174
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np,json\\nh={int(a):b for a,b in map(str.split,open('/tmp/hashes.tsv'))};r=np.loadtxt('/tmp/scores.tsv');lists=[]\\nfor j in range(4):\\n rr=r[(r[:,1]>=(400 if j==0 else 900))&(r[:,1]<=30000)]\\n ds=rr[:,3+j]-np.max(np.delete(rr[:,3:7],j,axis=1),axis=1);sc=rr[:,2]+.8*ds;o=np.argsort(-sc);lists.append([(int(rr[k,0]),rr[k,1]) for k in o])\\npos=[0]*4;used=set();uh=set();tot=[0.]*4;out=[];fac=[.27,.27,.27,.34]\\nwhile len(out)<50000:\\n j=min(range(4),key=lambda x:tot[x])\\n while True:\\n  i,ch=lists[j][pos[j]];pos[j]+=1\\n  if i not in used and h[i] not in uh:break\\n used.add(i);uh.add(h[i]);out.append(i);tot[j]+=ch*fac[j]\\njson.dump(out,open('/tmp/wiki400.json','w'));print(tot)\\nPY\\npython pack_selection.py /tmp/wiki400.json /tmp/trainw400.npy\\nPYTHONPATH=/workspace python /tmp/train_diag.py --train_npy /tmp/trainw400.npy --heldout_npy data/multi_dev.npy --out_json /tmp/diagw400.json --max_iters 3000 --seed 1337\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
[11744629.290000062, 11745442.260000005, 11744053.920000037, 11745101.780000027]
SESSION_ID=40589
#175
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:40589,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script running with cell ID 114
Wall time 11.0 seconds
Output: