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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
280
duration
1h 13m
recorded
2026-08-03

run iddclm-nano-curation__vzTkueh

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

download JSON ↗
codexgpt-5.6-sol292 turns12 narration280 reasoning280 action280 observation1 final
#76
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python /workspace/submission/curate.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":5000});\ntext(r.output); if (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}
exec result
Script running with cell ID 51
Wall time 11.1 seconds
Output:
#77
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "51",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 15.5 seconds
Output:
SESSION_ID=74354
#78
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"pgrep -af 'submission/curate.py'; free -h\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.6 seconds
Output:
Warning: truncated output (original token count: 6081)
Total output lines: 10

223 bash -c  rm -f /tmp/ri-exec-e3287205fea24aa4848f291d2a1c8c75.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 accumulated 12M tokens.  ## Goal Curate the pool: choose the docume…5081 tokens truncated…euristics, 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. 
2069 python /workspace/submission/curate.py
2250 python /workspace/submission/curate.py
2325 /bin/bash -c pgrep -af 'submission/curate.py'; free -h
               total        used        free      shared  buff/cache   available
Mem:           1.0Ti       2.3Gi       1.0Ti          0B       4.4Gi       1.0Ti
Swap:             0B          0B          0B
#79
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"ps -p 2069,2250 -o pid,etime,%cpu,rss,stat\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.5 seconds
Output:
  PID     ELAPSED %CPU   RSS STAT
 2069       02:31 96.0 5762600 Rsl
 2250       00:43 99.0 4884232 Rsl
#80
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"kill 2250; sleep 20; ps -p 2069 -o etime,%cpu,rss,stat || true; stat -c '%y' /workspace/submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 54
Wall time 11.1 seconds
Output:
#81
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "54",
  "yield_time_ms": 20000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
    ELAPSED %CPU   RSS STAT
      02:55 96.2 5958576 Rsl
2026-08-03 23:37:27.920842595 +0000
#82
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"sleep 30; ps -p 2069 -o etime,%cpu,rss,stat || true; stat -c '%y' /workspace/submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1000});\ntext(r.output); if (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}
exec result
Script running with cell ID 55
Wall time 11.0 seconds
Output:
#83
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "55",
  "yield_time_ms": 25000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 10.8 seconds
Output:
    ELAPSED %CPU   RSS STAT
2026-08-03 23:45:18.769660436 +0000
#84
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":37445,\"chars\":\"\",\"yield_time_ms\":1000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{
  "documents": 7863,
  "tokens_by_domain": {
    "encyclopedic": 3461392,
    "general": 3451354,
    "news": 3450221,
    "tech": 3450700
  }
}
#85
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json,re\\ns=json.load(open('/workspace/submission/selection.json'));need=set(s[:60]);D={}\\nfor l in open('/workspace/data/pool.jsonl'):\\n d=json.loads(l)\\n if d['id'] in need:D[d['id']]=d['text']\\nfor j,i in enumerate(s[:60]):print(f'{j:2} {i:6} {len(D[i]):6}',re.sub(r'\\\\s+',' ',D[i])[:170])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":12000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 3.0 seconds
Output:
 0  49958   5477 Ronald Mickens -- Research Physicist and Mathematician A leading authority on oscillations (repetitive, vibrating motions that occur in cycles) and in developing mathemat
 1  94205   6311 Krista Espelien finds her musical voice ASPEN Early on, Krista Espeliens musical track looked to be a short one. In the middle school band, she was not considered to be a
 2 105613  16519 ary Mosher, director of the Strongbridge Montessori School in McKinleyville, tried to explain to her students the bind their school is in. The building she's been operati
 3  86221   7192 Intel, Microsoft Collaborate With Universities on Parallel Computing Initiative - By David Nagel - March 18, 2008 For Microsoft and Intel, the computing universe is going
 4  36746   9313  blog by Matt Ellerbeck, founder of Save the Salamanders Although they are rarely given much thought, and often overlooked when they are, salamanders are in a terrible cr
 5  96187  10810 Phillies outfielder Matt Stairs: "If you know the stuff is not on the list, why take it? I'm not very smart, but I know I can figure that one out. People are going to hav
 6   6458   6957 For the new year, if you've been struggling with your weight, you might turn to a new diet for help with shedding pounds. So what will it be in 2018? Weight Watchers? Pal
 7  47076   7327 <|endoftext|>All too often, I see researchers carefully defining presentation times of stimuli in milliseconds, but programming a script that fails to deliver these exact
 8 110031   5403  Writing Success When you begin to write your project description for the Presidential Scholarship, you will already have substantial background in your subject and you m
 9   4478   5173 I'm gonna start at the very end with this one . . . that was not even close. American Idol was so far from being completed in the allotted time, Ryan had only begun to br
10  51528   4847  All those injured are in good condition and/or have been released, a hospital official says - Firefighters responding to a medical call are taken hostage inside a Georgi
11  69106   7013 iological tissue by definition is tied to cellularity. To start this post, it might be useful to include important definitions: A definition from wikipedia: Tissue is a c
12  46575  11001 <|endoftext|>Hydrogen Fuel Cell: another view Global Economy Slowly Cuts Use of Fuels Rich in Carbon by William K. Stevens New York Times, Oct. 30, 1999 Even as the world
13  42054   4766 Confidence Runs High at Atlanta after Final Practice Sessions for Robby Gordon and No. 7 Harrah's Chevrolet ATLANTA, Ga., March 18, 2006 -- After the final NASCAR Nextel 
14  59282  19175 <|endoftext|>Sustainability & CSR Onshore's second wind? Onshore wind energy has received little attention in recent years but with no end in sight to the chronic shortag
15  26990   6862 <|endoftext|>Here is a question that has come up again and again in recent years: Question: How can I avoid re-starting Revit after every change to my add-in code? It is 
16  77047  21812 <|endoftext|>Should vice-chancellors seek donations from others if they haven't dipped into their own pockets? By Erica Cervini. How would you spend £100,000 ($A180,000)?
17  45094   8685 <|endoftext|>Wednesday, 23 January 2013 Silent Hill (PSX) So today I'm finally getting around to another requested game: the original Silent Hill on the original PlayStat
18  80473  23688 <|endoftext|>What First Amednment? Proselytizing and Christians in the US Military By Lee Russ Wednesday, September 12, 2007 at 07:38 PM You may be under the impression t
19  52488   5393 .<|endoftext|>Last night, Jason Dean was awesome enough to hold a Connect session with Andy Matthews, Todd Rafferty, and myself in which he demonstrated how to build an H
20  15214   5697 LARS SJOBERG dates his obsession with old Swedish houses to 1951, when, at age 10, his mother gave him a book from his grandfather's library on manors and villas from cen
21  11736   7182 In the past, I've thought about outright banning lockpicking in order to make the players play my game and go find the keys I've hidden, because they always pick my locks
22  28982   6480  undercover police sedans arrived about noon in a bustling section of downtown Los Angeles. FOR THE RECORD: In the Jan. 30 Section A, an article about former Mexican Mafi
23  89721   8976 It's always kind of nice to go back to the basics. I've always enjoyed re-reading basic programming practices and patterns. I tend to forget the things I don't use on a d
24  56393   5744  to sociology can best be understood as a self-conscious attempt to reject the organicist theories of Comte and Spencer, as well as the historical description of unique e
25 111129  13743  Tether<|endoftext|>As "The Crowd" begins, a boy is born in an anonymous town on July 4th. His proud father says, "There's a little man the world is going to hear from al
26  13886  17449 Wednesday, 10 December 2008, 07:52 S E C R E T KYIV 002414 DEPT FOR EUR/UMB EEB/ESC/IEC FOR SGALLOGLY AND LWRIGHT DOE FOR LEKIMOFF, CCALIENDO, RBOUDREAU USDOC FOR 4231/IT
27  27986   8654 Completely uprooted and shoddily recommented due to Blatant Cut-and-paste Infringement from Wiretap's Treasure Chest =) The Ten Commandments for C Programmers was written
28  11178   5197 Depression can affect almost every aspect of life, but some of the changes brought about by the disorder can be downright dangerous for those with diabetes. New research 
29  25486   5758 Saturday, May 17, 2008 There is an inherent risk with everything in life, especially when the stakes are high. But, the greater the risk, the greater the reward, especial
30  69938  29327 Fifty people were killed and 53 injured after a gunman opened fire at the Pulse gay nightclub in the early hours of Sunday morning. By Sunday afternoon, the city of Orlan
31 160568  14199 ock' (2)<|endoftext|>Apache httpd Tutorial: Introduction to Server Side Includes - Apache HTTP Server Version 2.4 Modules | Directives | FAQ | Glossary | Sitemap Apache H
32  51844   5461 How Hereditary Can Intelligence Be? Studies Show Nurture at Least as Important as Nature Researchers have long overestimated the role our genes play in determining intell
33    829   5086 I pride myself on being independent and objective and have explored the policies and planks of the three UFT caucuses and have come to some decisions on who I will be vot
34  69327   4966 DUBAI (Reuters) - Indian fishermen who survived a hail of gunfire from a U.S. navy boat off the coast of the United Arab Emirates disputed U.S. claims that their boat dre
35  24770   6765  is the blood in your system; it sits in its comfortable home of a database, and camps out in the tent of XML, but it deserves to be worked with in a reliable and consist
36  53855  12962 This regulation is currently under review as a result of the passage of Fla. Stat. s. 1004.097, the campus Free Expression Act. Any portions of the regulation which are i
37  74053   4672 March 10, 2005 I'm Kureyon Your Love With Me I'm Kureyon Your Love With Me West Virginia down to Tennessee And I'm movin' with the Good Lord's Speed Kureyon your love wit
38  51103  18979 Responding last June to Iraqi denials that it possessed weapons of mass destruction, Defense Secretary Donald Rumsfeld told U.S. troops in Bahrain that Saddam Hussein was
39 103743   4996  see a qualitative difference between someone having the option to obtain an education and find meaningful work in something they enjoy versus having to work two or three
40  76222  13705 <|endoftext|>By Dr. Mercola Anxiety over a project at work… a marital spat… financial trouble… health problems… the list of potential stressors is endless, but wherever y
41  96133   5068  of speed, few could surpass him on the pitch. Korea Republic's Seo Jung-Won is remembered as the fastest forward of all time in his country. A typical winger, Seo would 
42  68995  14695 ||This article includes a list of references, but its sources remain unclear because it has insufficient inline citations. (February 2011)| Quintus Fabius Maximus Verruco
43  41703  17214 , I'm still in a daze. Atlanta LinuxFest (ALF) was an incredible event. It was held at the IBM facility in Atlanta on Saturday. Wow, I'm still in a daze. Atlanta LinuxFes
44  48637  12681 <|endoftext|>[A short biography] FRANKLIN, Benjamin, (uncle of Franklin Davenport), a Delegate from Pennsylvania; born in Boston, Mass., January 17, 1706; attended the Bo
45 110083   7972 hero origins are traditionally moronic. Daredevil was hit by a radioactive truck, Black Condor learned to fly by trying until it worked and Batman was against bad people.
46     52   5463 HOULTON, Maine — A compliance check recently conducted in Aroostook County to ensure that businesses that sell alcohol are complying with Maine’s liquor laws produced dis
47  95890   9865 .<|endoftext|>"Doveriai no proveriai." (Trust but verify.) - Russian proverb, as quoted by Ronald Reagan Even as content becomes a public good, content creators (or at le
48  20022  37932 In 1846 the United States moved against its neighbor to the south and in so doing launched a land war resulting in changes which were already underway and likely to occur
49  96173   6312  President Obama first took office in 2009, he had an idea called the Social Innovation Fund. "We're going to use this fund to find the most promising nonprofits in Ameri
50  72375   3876  opened fire when he entered the kitchen at the Sikh Temple of Wisconsin in suburban Milwaukee at about 10:30 a.m. CDT (8:30 a.m. PDT) as women were preparing a Sunday me
51   3868  24334 Are there any particular incidents which are responsible for the low reputation Microsoft (and Bill Gates) has in the eyes of the open source community? Microsoft is clea
52  68462  10058  individualism is at the heart of the social assumptions that are part of many understandings of contemporary globalization, it is nonetheless a contested and sometimes c
53 104409  13601  really enjoyed this week's Impact Wrestling as we got the second part of Hardcore Justice. The wrestling was strong throughout most of the card, with some nice developme
54  61341  11061 <|endoftext|>For years, the mantra among legal departments has been, "Do more with less." Faced with a battered economy and pressure from the C-suite, law department oper
55  32892   6464  Solve the Problem of GRIN Withdrawal to Vite/ViteX wallet KhunSir_Vite last edited by KhunSir_Vite We recently received numerous questions about GRIN withdrawal from Pol
56  29859  11427 30 September 2010 | EN | ES Flickr/US Army Africa T.V. Padma shows you how to separate real progress from hype and challenge poor practice when you're reporting on the co
57  94738   4936 /02/06 7:30 PM ET Bay, Sanchez tabbed as NL All-Stars Outfielder earns starting role; infielder tops among write-ins By Ed Eagle / MLB.com The Bucs left fielder and third
58  75919   9242 On a warm day in May, students from Joseph Gale Elementary hopped off the bus at the Forest Grove Community School's garden on the corner of Main Street and 19th Avenue. 
59  66094  13311  war for developer talent is hotter than ever. Whether you're trying to build mobile apps, redesign the user experience on your public website, or keep business-critical 
#86
narration

The first trained candidate reached dev perplexity 434.9 versus 476.7 for an identically trained random selection—an 8.8% reduction. Corpus-learned boilerplate penalties have now removed obvious commerce/SEO pages from the top ranks (the leading documents are biographies, edited local/news reporting, research prose, and programming explanations). I’m testing whether that cleaner ranking yields a real model-level gain rather than trusting the filter proxy.

#87
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"cp /workspace/submission/selection.json /tmp/selection2.json; bash /workspace/dev_eval.sh /workspace/submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000});\ntext(r.output); if (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
SESSION_ID=69733
#88
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json,collections,statistics\\nfor p in ['/tmp/selection1.json','/tmp/selection2.json']:\\n s=json.load(open(p));print(p,len(s),sum(i<112000 for i in s),sum(i>=112000 for i in s),statistics.median(s),collections.Counter(i//20000 for i in s))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.4 seconds
Output:
/tmp/selection1.json 6552 5923 629 59937.0 Counter({0: 1188, 2: 1071, 3: 1042, 1: 1023, 4: 1010, 5: 778, 8: 147, 6: 145, 7: 137, 9: 11})
/tmp/selection2.json 7863 7345 518 59237 Counter({0: 1383, 2: 1331, 3: 1296, 4: 1294, 1: 1277, 5: 979, 8: 109, 6: 95, 7: 87, 9: 12})
#89
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":69733,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 60
Wall time 11.1 seconds
Output:
#90
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "60",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 12.2 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (1065 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 7863 ids -> /tmp/dev_train.npy
#91
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":69733,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 61
Wall time 11.0 seconds
Output:
#92
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "61",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 11.1 seconds
Output:
#93
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":69733,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.7 seconds
Output:
HELDOUT_PPL 416.238  loss 6.0313  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
#94
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json,random,re\\ns=json.load(open('/tmp/selection2.json'));idx=list(range(0,7000,250))+random.Random(2).sample(range(5000,7000),30);need={s[j] for j in idx};D={}\\nfor l in open('/workspace/data/pool.jsonl'):\\n d=json.loads(l)\\n if d['id'] in need:D[d['id']]=d['text']\\nfor j in idx:\\n i=s[j];print(f'{j:4} {i:6} {len(D[i]):6}',re.sub(r'\\\\s+',' ',D[i])[:180])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":16000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 2.8 seconds
Output:
   0  49958   5477 Ronald Mickens -- Research Physicist and Mathematician A leading authority on oscillations (repetitive, vibrating motions that occur in cycles) and in developing mathematical model
 250  53317   7102 APA -- A day after a magnitude-6.0 quake shattered the tranquil lifestyle of the North Bay, families stood in line with buckets and coolers. Work crews inspected buildings for sign
 500  59460  14273 <|endoftext|>Despite the very real progress achieved by medicine, researchers and doctors always seem to come up against the same obstacles: illnesses that are diagnosed too late, 
 750    413  10350 Ultracapacitors: the future of electric cars or the 'cold fusion' of autovation? ZENN Motors says its electric car will cruise for 250 miles on a single five-minute charge. Skeptic
1000  95499   6891 org<|endoftext|>The Stroum Center for Jewish Studies is excited to introduce the 2020-2021 cohort of graduate fellows in Jewish studies. Fellows receive mentorship from Stroum Cent
1250  86329  11414  and I do not wear a muzzle or other such "acceptable" dehumanizing and injurious respiratory impediment as a plastic bag or other symbolic neuter. For this, our landlord has been 
1500  12058   4760 Open science – broadly, the idea that scientific papers, data and materials should be freely available and accessible to all – is an easy concept to talk about, but a difficult one
1750  51177   2905 .<|endoftext|>This jobless Japanese woman has been scamming people out of their money and collecting funds for her dog that has already passed away. According to a local news chann
2000  87907   2508  Lumb graduated from the University of Waterloo with a Bachelor of Applied Science in Engineering in 1982. He moved out to Alberta in 1993 to work as a senior consultant with Gellm
2250  81580   7048 .<|endoftext|>Sakurazaka Cinema, Naha City, January 2012 Agent Orange on Okinawa - A Talk for the documentary, "Living the Silent Spring" During the Vietnam War, Okinawa was a majo
2500  47129  10807 Overweight, often diagnosed as obesity, has become a major health issue in the United States as well as other countries. During the last four decades the prevalence of obesity has 
2750 100002   2495 !").<|endoftext|>Updated at 11:35 a.m. Tuesday with information from arrest affidavit. The stepmother of a 4-year-old Corsicana girl is accused of leaving the child unattended and 
3000   6363  33941 Østerbro is a mainly residential district of Copenhagen, just north of the inner city. With its quiet cobblestone and tree lined streets, and its excellent shopping and cafe life, 
3250  64118  13307 C is delighted to announce that one of our five Professional Soccer Combines this winter will be held in Fort Lauderdale, Florida on December 10, 11 and 12, 2016. The event is aime
3500  45335   4145 <|endoftext|>Penn State and NYU to Launch Study to Investigate State of Urban Agriculture in US August 21, 2012 | Penn State University However, researchers in Penn State’s College
3750  98145   3078  system evaluation<|endoftext|>Australia's highest Test run-scorer and former captain Ricky Ponting has announced he will retire from international cricket. The 37-year-old former 
4000  28224   8396 WASHINGTON -- President Barack Obama promises nothing will change for people who like their health coverage except it'll become more affordable, but the facts don't back him up. Mi
4250  12075   9143 This animation movie is based on the Song of the Avadhut, an ancient Sanskrit text. The spiritual teacher Mooji selected some verses and was recorded reading them. Support the crea
4500 100447   9483  reach new generations of consumers? That’s what many marketers of mature consumer product companies are asking themselves as younger customers in every age group are actively seek
4750  64769   4187 <|endoftext|>As the planet heats up and global warming becomes more and more a worrisome phenomenon, despite head in the sand tomfoolery from climate denialists and skeptics, Alask
5000  99317   2549 .<|endoftext|>RAIL strikes which threatened to cause chaos for thousands of travellers in the run-up to Christmas have been called off following an agreement between ScotRail and u
5250  36661   6425 ly News Roundup (2012 Roundup Edition) So as expected, it was a very quiet week. I took time out to do, well, basically as little as possible. And it was good. With the New Year ju
5500 114039   3729  is foundational to the work of Bible translation. We’ve seen lives changed, hearts transformed and entire communities impacted as a result of people praying specifically that God 
5750  51522   1498 anglewood man finds snakes in pool Pool cleaners say call pest control A Tanglewood homeowner made a disturbing discovery while cleaning his pool and getting it ready for the summe
6000  93082   2253 New NJ Transit data shows buses even later than suspected For years, commuters have complained that NJ Transit buses run late. The evidence was flimsy, however, because data releas
6250  85623   3332 .<|endoftext|>Last night, California’s Governor Jerry Brown vetoed SB 835, a bill passed by the state legislature that would have replicated a flawed FDA policy for curbing some us
6500  40860   1786 The Rock 'n' Roll Life Kunaal has been travelling all over the country, shooting his films. And, he's made an important discovery - the rock 'n' roll has disappeared from an artist
6750  83265   6204 INFORMATION SECURITY – LGPD SANEPAR‘s purpose is to provide health and environmental sustainability to society. Our values such as Respect, Commitment, Professionalism and Transpar
6957 110514   2132  have a cousin who is just two weeks older than Nicholas. Sammy is the reason Nicholas had so. much. fun. while we were camping. These two boys are inseparable, always get along, a
6767  86557   2811 "Did you make a difference today?" Under normal circumstances, a fit-looking older guy with a beaming white smile asking me this question might not even give me pause. Just some ch
6941  54102   2885 Me and my little sister, circa 1963 The whir of a sewing machine was a familiar sound growing up in our little farmhouse. Mom often had a sewing project underway. But with the arri
6738 101419   1627 .<|endoftext|>They’re certainly not new. There are a number of well-known authors who have enjoyed the success of being traditionally publishing while still taking on their own pro
5115 101207   5513  you know Charlotte cider? “When Brian and I first met at CiderCon back in 2013, there were about 300 attendees. This year there were over 2,000,” head cider-maker, co-founder and 
5187  28577   1749 The Clone answer, as I read/understood it, is saying "We only have the capacity to produce so many Clones. Since we're trying to put out colored CLones and whites, we're using both
5173  10595  11385 By Toni Okamoto I have been impressed with Richa Hingle’s work for years! She runs an extremely popular blog called VeganRicha.com, and is known for her fantastic food photography 
5739  44323   4264 plementation and advocacy Receiving a judgment from a judicial body such as the European Court does not always mark the end of the litigation process for us. Aside from ordering th
6711  13596   4163 NOTE: This is your regularly scheduled Tuesday post, which I finished and walked away from yesterday, neglecting to hit the PUBLISH button. So now it’s Wednesday’s post. 🙂 Did you 
5346 113309   2085  the heat from GLAAD and 9/11 victims, Carson Daly has issued an apology for a joke he made on his radio show Wednesday morning. The Voice host made a gay joke regarding the JetBlu
6507 111448   5937 Eight stages. 132 bands. 65,000 fans to contend with. Set on the sweltering Texas fields of Zilker Park, making the most of the bands playing this year?s Austin City Limits Festiva
6656 157523   7443 Back Support Leaderboard<|endoftext|>Estonia is to introduce its culture, arts and science to Europe - Estonian World About Contact Get Involved Supporters Friday 12 Apr 2019 Life 
6371  34180   5106 How to Take Two Trips for the Price of One. In the last six months, we've been to four more countries than we were originally planning on, because we discovered this incredible tra
6748     28   2796 Oklahoma Deer Hunters Hit Record Harvest Oklahoma deer hunters have already achieved a record harvest for the state in 2006 — 104,000 and counting — but their opportunities to take
5631  53086   2989 .<|endoftext|>Submit your FML story - - Please note that spam and nonsensical stories will result in you being blocked from accessing FML. Offline (the 12/28/2014 at 9:41pm) | Sear
5515 109382  14004  below.<|endoftext|>First experiences with the girls are always fun and very exciting to live because you never know how the girls will react! It is also a great feeling to deal wi
6240  98653   3172  needs more parks and ways to pay for them, plan says Redding is short on parks and the funds to build them, according to the latest draft of a parks master plan. The revised Parks
5434 112618   2347 As part of a $65 million proposed investment deal, AMC Networks will be in line to acquire Acorn TV and Urban Movie Channel (UMC) in the future. The acquisition will serve to bolst
6242  19981   4028 A dispute over property rights on the northern part of Beach Road last week led the Sarasota County Attorney’s Office to rule Monday that a resident who had put up “For Sale” and “
5073  77990   6219 �s nothing fishy about Michael Cimarusti’s credentials — except for what he likes to serve at his two L.A. restaurants and sell at his new seafood shop. Be it elegantly plated Sant
6190  28158   3004 Yesterday, a Republican Senator from Texas, John Cornyn, introduced a bill (pdf) that would prohibit the U.S. Fish and Wildlife Service from settling environmental lawsuits without
6395  92672   5792  EarthSpirit Community expresses its solidarity with the Standing Rock Sioux Nation as its people who defend and protect their sacred lands and water. A Parliament of the World’s R
5324   8059   2423 Saturday, November 15, 2014 Obama's Unexpectedly Good Week The Democrats got whupped on November 4. But soon after that, Mr. Obama made some impressive moves: Nominated Loretta Lyn
5882  38114   1805 <|endoftext|>Joss Whedon wants to show conflict between Captain America and Iron Man in "The Avengers," Chris Evans believes Whedon is "the guy for the job," and Chris Hemsworth so
6307  58938   4361 When Some Boy was born, I shared my new mom must-haves including our favorite items that we used with our first son. After our second son came along, we thought we could simply reu
5805  96743  10095  order.<|endoftext|>Dance is hoofing on up in the world. For the first time ever, the award for Outstanding Choreography will be presented at the Primetime Emmy Awards ceremony Sun
6645  48713   5507  April 29, 2009 Friday, April 24, 2009 Hiking in Wawayanda State Park, you cannot miss the massive remains of the iron furnace and the little village the surrounds it. It is a land
6480 180657   8766  Regulated by the Financial Conduct Authority Site Map<|endoftext|>Obama Admin Released 68,000 Convicted Criminal Illegal Aliens In 2013 - Truth And Action Obama Admin Released 68,
6761  61573   2388 Thursday, July 31, 2008 That's what the baby blue bird is saying with that open mouth. This picture is from yesterday morning. As I open the front of the bluebird box, some of thei
6042  92025   2456 The UK's Advertising Standards Authority has clamped down on misleading claims made by currency transfer operator TransferWise on the absolute savings enjoyed by customers using it
#95
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport re,json,numpy as np,statistics,collections\\nfrom transformers import AutoTokenizer\\nW=re.compile(r\\\"[A-Za-z]+(?:'[A-Za-z]+)?\\\"); STOP=set('a about after again against all also am an and any are as at be because been before being between both but by can could did do does doing down during each few for from further had has have having he her here hers herself him himself his how i if in into is it its itself just may more most must my myself no nor not now of off on once only or other our ours ourselves out over own same she should so some such than that the their theirs them themselves then there these they this those through to too under until up very was we were what when where which while who whom why will with would you your yours yourself themselves'.split())\\ndef f(s):\\n w=W.findall(s.lower());n=len(w);return len(s),n,sum(x in STOP for x in w)/n,sum(c.isalpha() for c in s)/len(s),sum(c in '.!?' for c in s)/n,len(set(w))/n\\nx=np.load('/workspace/data/multi_dev.npy');t=AutoTokenizer.from_pretrained('gpt2',local_files_only=True)\\nfor q in range(4):\\n s=t.decode(x[q*250000:(q+1)*250000]); chunks=[f(s[i:i+5000]) for i in range(0,len(s),5000) if len(W.findall(s[i:i+5000]))>100]\\n print(q, [round(statistics.mean(z[j] for z in chunks),3) for j in range(2,6)])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 6.0 seconds
Output:
0 [0.402, 0.763, 0.051, 0.466]
1 [0.435, 0.788, 0.059, 0.462]
2 [0.419, 0.788, 0.061, 0.459]
3 [0.33, 0.699, 0.083, 0.373]
#96
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/submission/curate.py\\n@@\\n-    q -= 7.0 * abs(f[\\\"stop\\\"] - 0.45)\\n@@\\n-    q -= 6.0 * f[\\\"noise\\\"]\\n+    q -= 9.0 * f[\\\"noise\\\"]\\n@@\\n-        \\\"news\\\": q + 0.27 * ns + 0.012 * quote - 0.08 * min(ts, 5),\\n-        \\\"tech\\\": q + 0.25 * ts + (0.55 if (\\\"?\\\" in low and ts) else 0.0),\\n-        \\\"encyclopedic\\\": q + 0.22 * es + 0.08 * min(low.count(\\\" was \\\") + low.count(\\\" is \\\"), 10)\\n+        \\\"news\\\": q - 7.0 * abs(f[\\\"stop\\\"] - 0.419) + 0.27 * ns + 0.012 * quote - 0.08 * min(ts, 5),\\n+        \\\"tech\\\": q - 5.0 * abs(f[\\\"stop\\\"] - 0.330) + 0.25 * ts + (0.55 if (\\\"?\\\" in low and ts) else 0.0),\\n+        \\\"encyclopedic\\\": q - 7.0 * abs(f[\\\"stop\\\"] - 0.402) + 0.22 * es + 0.08 * min(low.count(\\\" was \\\") + low.count(\\\" is \\\"), 10)\\n                          - 0.035 * min(first_person, 20),\\n-        \\\"general\\\": q + 0.06 * min(first_person, 12) - 0.06 * min(ns + ts, 10),\\n+        \\\"general\\\": q - 7.0 * abs(f[\\\"stop\\\"] - 0.435) + 0.06 * min(first_person, 12) - 0.06 * min(ns + ts, 10),\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
{}
#97
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/submission/curate.py\\n@@\\n-    noise = sum(counts[w] * weight for w, weight in noise_weights.items()) / nw\\n+    noise = sum(count * noise_weights.get(word, 0.0) for word, count in counts.items()) / nw\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#98
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python /workspace/submission/curate.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000});\ntext(r.output); if (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
SESSION_ID=78890
#99
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":78890,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 68
Wall time 11.0 seconds
Output:
#100
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "68",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 15.3 seconds
Output: