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
299
duration
1h 22m
recorded
2026-08-04

run iddclm-nano-curation__7sx25Ej

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

download JSON ↗
codexgpt-5.6-sol314 turns15 narration299 reasoning299 action299 observation1 final
#251
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"cat .timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
1855
#252
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-        for pct in (3, 5, 8, 12, 16, 22):\\n+        for pct in (3, 5, 7, 8, 9, 10, 12, 16, 22):\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#253
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python submission/curate.py --output /tmp/equal9.json --all-profiles /tmp/profiles9 > /tmp/run9.txt\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1000});\ntext(JSON.stringify(r));\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"37c51f","wall_time_seconds":1.002386947,"session_id":51389,"original_token_count":0,"output":""}
#254
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:51389,chars:\"\",yield_time_ms:30000,max_output_tokens:1000});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 170
Wall time 11.0 seconds
Output:
#255
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "170",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 14.4 seconds
Output:
{"chunk_id":"e6317e","wall_time_seconds":30.001914579,"session_id":51389,"original_token_count":0,"output":""}
#256
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:51389,chars:\"\",yield_time_ms:30000,max_output_tokens:1000});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 171
Wall time 11.0 seconds
Output:
#257
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "171",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 11.7 seconds
Output:
{"chunk_id":"a5e707","wall_time_seconds":30.000386145,"session_id":51389,"original_token_count":0,"output":""}
#258
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:51389,chars:\"\",yield_time_ms:30000,max_output_tokens:1000});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 172
Wall time 11.0 seconds
Output:
#259
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "172",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"cd1132","wall_time_seconds":17.844532639,"exit_code":0,"original_token_count":0,"output":""}
#260
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const names=[\"format07\",\"format09\",\"format10\"]; const rs=await Promise.all(names.map(n=>tools.exec_command({cmd:`python pack_selection.py /tmp/profiles9/${n}.json /tmp/train_${n}.npy`,workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:500}))); rs.forEach((r,i)=>text(JSON.stringify({name:names[i],...r})));\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"name":"format07","chunk_id":"0c1abc","wall_time_seconds":1.000865831,"session_id":92720,"original_token_count":0,"output":""}{"name":"format09","chunk_id":"9affcd","wall_time_seconds":1.001895822,"session_id":54966,"original_token_count":0,"output":""}{"name":"format10","chunk_id":"b28968","wall_time_seconds":1.001753906,"session_id":80687,"original_token_count":0,"output":""}
#261
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const ids=[92720,54966,80687]; const rs=await Promise.all(ids.map(session_id=>tools.write_stdin({session_id,chars:\"\",yield_time_ms:30000,max_output_tokens:500}))); rs.forEach((r,i)=>text(JSON.stringify({session:ids[i],...r})));\n"
}
exec result
Script running with cell ID 174
Wall time 11.0 seconds
Output:
#262
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "174",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 14.9 seconds
Output:
{"session":92720,"chunk_id":"420951","wall_time_seconds":30.001920194,"session_id":92720,"original_token_count":63,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1098 > 1024). Running this sequence through the model will result in indexing errors\npacked 12000000 tokens from 108690 ids -> /tmp/train_format07.npy\n"}{"session":54966,"chunk_id":"d6ea99","wall_time_seconds":30.001675157,"session_id":54966,"original_token_count":63,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1098 > 1024). Running this sequence through the model will result in indexing errors\npacked 12000000 tokens from 108690 ids -> /tmp/train_format09.npy\n"}{"session":80687,"chunk_id":"ef0e32","wall_time_seconds":30.001746606,"session_id":80687,"original_token_count":46,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1098 > 1024). Running this sequence through the model will result in indexing errors\n"}
#263
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:80687,chars:\"\",yield_time_ms:30000,max_output_tokens:500});\ntext(JSON.stringify(r));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"5cf3ef","wall_time_seconds":0.00000351,"exit_code":0,"original_token_count":17,"output":"packed 12000000 tokens from 108690 ids -> /tmp/train_format10.npy\n"}
#264
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"for n in format07 format09 format10; do python train_nano.py --train_npy /tmp/train_${n}.npy --heldout_npy data/multi_dev.npy --out_json /tmp/${n}.json --max_iters 3000 --seed 1337; done\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1500});\ntext(JSON.stringify(r));\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"3b1ce5","wall_time_seconds":1.001812725,"session_id":43383,"original_token_count":0,"output":""}
#265
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:43383,chars:\"\",yield_time_ms:30000,max_output_tokens:1000});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 177
Wall time 11.0 seconds
Output:
#266
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "177",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 13.7 seconds
Output:
{"chunk_id":"1296f2","wall_time_seconds":30.00198313,"session_id":43383,"original_token_count":0,"output":""}
#267
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:43383,chars:\"\",yield_time_ms:30000,max_output_tokens:1000});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 178
Wall time 11.0 seconds
Output:
#268
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "178",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 14.6 seconds
Output:
{"chunk_id":"8b1fb8","wall_time_seconds":30.001555274,"session_id":43383,"original_token_count":18,"output":"HELDOUT_PPL 302.982  loss 5.7137  train_s 54  /tmp/train_format07.npy\n"}
#269
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:43383,chars:\"\",yield_time_ms:30000,max_output_tokens:1000});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 179
Wall time 11.0 seconds
Output:
#270
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "179",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 10.5 seconds
Output:
{"chunk_id":"3599ca","wall_time_seconds":30.001326312,"session_id":43383,"original_token_count":18,"output":"HELDOUT_PPL 300.557  loss 5.7056  train_s 54  /tmp/train_format09.npy\n"}
#271
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:43383,chars:\"\",yield_time_ms:30000,max_output_tokens:1000});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 180
Wall time 11.0 seconds
Output:
#272
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "180",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 6.9 seconds
Output:
{"chunk_id":"f5ff9b","wall_time_seconds":30.001838574,"session_id":43383,"original_token_count":0,"output":""}
#273
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:43383,chars:\"\",yield_time_ms:30000,max_output_tokens:1000});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 181
Wall time 11.0 seconds
Output:
#274
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "181",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"ee86cb","wall_time_seconds":13.108363353,"exit_code":0,"original_token_count":18,"output":"HELDOUT_PPL 300.500  loss 5.7054  train_s 54  /tmp/train_format10.npy\n"}
#275
narration

The formatting sweep turns at 8%: 8% scores 296.9, while 7%, 9%, 10%, and 12% score 303.0, 300.6, 300.5, and 302.9. I’m promoting the evaluated 8% curriculum to the published default (the remaining 92% stays equally divided among the four content queues) and regenerating the official selection.