Skip to content
RSI Bench
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
273
duration
60m
recorded
2026-08-04

run iddclm-nano-curation__zzFhaz8

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

download JSON ↗
codexgpt-5.6-sol285 turns12 narration273 reasoning273 action273 observation1 final
#201
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"rg -c '<pre><code>|<p>.*</p>|stackoverflow|Stack Overflow' data/pool.jsonl | wc -l && rg -c '<pre><code>' data/pool.jsonl | wc -l && rg -c 'Reuters|\\\\(AP\\\\)|IANS|said (on |in |the )' data/pool.jsonl | wc -l && rg -c '\\\\|Birth\\\\|\\\\||\\\\|Country\\\\|\\\\||From Wikipedia|Wikipedia' data/pool.jsonl | wc -l && cat /tmp/dev.json && cat .timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);"
}
exec result
Script completed
Wall time 1.1 seconds
Output:
1
0
1
1
{"train_npy": "/tmp/dev_train.npy", "heldout_ppl": 313.59095967355023, "mean_loss": 5.748089460489143, "max_iters": 3000, "seed": 1337, "train_s": 54.1}3467
#202
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"rg -o '<pre><code>|stackoverflow|Stack Overflow' data/pool.jsonl | wc -l; rg -o 'Reuters|\\\\(AP\\\\)|IANS' data/pool.jsonl | wc -l; rg -o 'From Wikipedia|Wikipedia' data/pool.jsonl | wc -l\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1000});\ntext(r.output);"
}
exec result
Script completed
Wall time 0.9 seconds
Output:
436
2510
1936
#203
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     ap.add_argument(\\\"--coverage-tokens\\\", type=int, default=15_000_000)\\n+    ap.add_argument(\\\"--strategy\\\", choices=(\\\"balanced\\\", \\\"quality\\\"), default=\\\"balanced\\\",\\n+                    help=\\\"quality is an ablation used for development comparisons\\\")\\n@@\\n-    queues = []\\n+    queues = []\\n@@\\n-    ptr = [0]*4; used = [0]*4; chosen = []; total = 0\\n+    if args.strategy == \\\"quality\\\":\\n+        ix = np.flatnonzero(~duplicate & (np.asarray([len(x) for x in raw]) >= 500))\\n+        ix = ix[np.argsort(-scores[ix], kind=\\\"stable\\\")]\\n+        queues = [ix.tolist()]\\n+    ptr = [0]*len(queues); used = [0]*len(queues); chosen = []; total = 0\\n-    while total < args.coverage_tokens and any(ptr[k] < len(queues[k]) for k in range(4)):\\n-        available = [k for k in range(4) if ptr[k] < len(queues[k])]\\n+    while total < args.coverage_tokens and any(ptr[k] < len(queues[k]) for k in range(len(queues))):\\n+        available = [k for k in range(len(queues)) if ptr[k] < len(queues[k])]\\n*** End Patch\";\ntext(await tools.apply_patch(patch));"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#204
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python submission/curate.py --strategy quality --output /tmp/quality_selection.json --diagnostics /tmp/quality_diag.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000});\ntext(JSON.stringify(r));"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"40cd3a","wall_time_seconds":1.001454876,"session_id":54027,"original_token_count":0,"output":""}
#205
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({session_id:54027,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}
exec result
Script running with cell ID 193
Wall time 11.0 seconds
Output:
#206
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "193",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 4.5 seconds
Output:
{"chunk_id":"728739","wall_time_seconds":30.002125399,"session_id":54027,"original_token_count":0}
#207
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({session_id:54027,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}
exec result
Script running with cell ID 194
Wall time 11.0 seconds
Output:
#208
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "194",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 14.9 seconds
Output:
{"chunk_id":"d235db","wall_time_seconds":30.002072563,"session_id":54027,"original_token_count":0}
#209
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({session_id:54027,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}
exec result
Script running with cell ID 195
Wall time 11.0 seconds
Output:
#210
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "195",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 15.4 seconds
Output:
{"chunk_id":"74cbd9","wall_time_seconds":30.001350698,"session_id":54027,"original_token_count":0}
#211
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({session_id:54027,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}
exec result
Script running with cell ID 196
Wall time 11.0 seconds
Output:
#212
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "196",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 15.9 seconds
Output:
{"chunk_id":"6656a4","wall_time_seconds":30.002052047,"session_id":54027,"original_token_count":0}
#213
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({session_id:54027,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}
exec result
Script running with cell ID 197
Wall time 11.0 seconds
Output:
#214
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "197",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 12.1 seconds
Output:
{"chunk_id":"a934f1","wall_time_seconds":30.001477621,"session_id":54027,"original_token_count":0}
#215
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({session_id:54027,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}
exec result
Script running with cell ID 198
Wall time 11.0 seconds
Output:
#216
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "198",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 10.2 seconds
Output:
{"chunk_id":"d74445","wall_time_seconds":30.001592482,"session_id":54027,"original_token_count":0}
#217
narration

I’m running a quality-only ablation against the balanced candidate. This isolates whether the learned domain assignment adds value; whichever wins will determine the default reproducible criterion, rather than relying on visual inspection alone.

#218
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({session_id:54027,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}
exec result
Script running with cell ID 199
Wall time 11.0 seconds
Output:
#219
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "199",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 7.7 seconds
Output:
{"chunk_id":"8039c0","wall_time_seconds":30.000680926,"session_id":54027,"original_token_count":0}
#220
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({session_id:54027,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}
exec result
Script running with cell ID 200
Wall time 11.0 seconds
Output:
#221
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "200",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"aff1f8","wall_time_seconds":12.977631144,"exit_code":1,"original_token_count":98}Traceback (most recent call last):
  File "/workspace/submission/curate.py", line 221, in <module>
    main()
  File "/workspace/submission/curate.py", line 211, in main
    "top": [{"id": int(ids[i]), "domain": DOMAINS[int(assignment[i])],
  File "/workspace/submission/curate.py", line 213, in <listcomp>
    for k in range(4) for i in queues[k][:20]]
IndexError: list index out of range
#222
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"ls -lh /tmp/quality_selection.json && python - <<'PY'\\nimport json\\nx=json.load(open('/tmp/quality_selection.json')); print(len(x),len(set(x)),x[:10])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1000});\ntext(r.output);"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
-rw-r--r-- 1 root root 76K Aug  4 01:47 /tmp/quality_selection.json
12826 12826 [37064, 58452, 82269, 28976, 8106, 63278, 37522, 54876, 4620, 38702]
#223
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"bash dev_eval.sh /tmp/quality_selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000});\ntext(JSON.stringify(r));"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"ff0af9","wall_time_seconds":1.002231997,"session_id":22860,"original_token_count":0,"output":""}
#224
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:22860,chars:\"\",yield_time_ms:1000,max_output_tokens:2000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (5414 > 1024). Running this sequence through the model will result in indexing errors
#225
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:22860,chars:\"\",yield_time_ms:1000,max_output_tokens:2000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output: