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
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
#201
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/selection7.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=43248
#202
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":43248,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 136
Wall time 11.0 seconds
Output:
#203
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "136",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 15.6 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (4077 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 7954 ids -> /tmp/dev_train.npy
#204
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":43248,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 137
Wall time 11.1 seconds
Output:
#205
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "137",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 15.5 seconds
Output:
#206
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":43248,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 138
Wall time 11.0 seconds
Output:
#207
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "138",
  "yield_time_ms": 20000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
HELDOUT_PPL 411.853  loss 6.0207  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
#208
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 -= 40.0 * f[\\\"noise\\\"]\\n+    q -= 25.0 * f[\\\"noise\\\"]\\n@@\\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\\n+        \\\"news\\\": q - 12.0 * abs(f[\\\"stop\\\"] - 0.419) + 0.27 * ns + 0.012 * quote - 0.08 * min(ts, 5),\\n+        \\\"tech\\\": q - 8.0 * abs(f[\\\"stop\\\"] - 0.330) + 0.25 * ts\\n                 + (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+        \\\"encyclopedic\\\": q - 12.0 * 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 - 7.0 * abs(f[\\\"stop\\\"] - 0.435) + 0.06 * min(first_person, 12) - 0.06 * min(ns + ts, 10),\\n+        \\\"general\\\": q - 12.0 * 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:
{}
#209
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=88725
#210
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\\nx=np.load('/workspace/data/multi_dev.npy')\\nfor q in range(4):\\n y=x[q*250000:(q+1)*250000];print(q,(y==50256).sum(),250000/max(1,(y==50256).sum()))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.5 seconds
Output:
0 1713 145.94279042615295
1 202 1237.6237623762377
2 431 580.046403712297
3 358 698.3240223463687
#211
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\\nx=np.load('/tmp/dev_train.npy');print((x==50256).sum(),len(x)/(x==50256).sum())\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.6 seconds
Output:
11215 1069.9955416852429
#212
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":88725,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 143
Wall time 11.1 seconds
Output:
#213
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "143",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 15.0 seconds
Output:
#214
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":88725,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 144
Wall time 11.0 seconds
Output:
#215
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "144",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 15.5 seconds
Output:
#216
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":88725,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 145
Wall time 11.1 seconds
Output:
#217
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "145",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 15.4 seconds
Output:
#218
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":88725,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 146
Wall time 11.1 seconds
Output:
#219
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "146",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 10.7 seconds
Output:
#220
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":88725,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 147
Wall time 11.0 seconds
Output:
#221
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "147",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 12.0 seconds
Output:
#222
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":88725,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{
  "documents": 7992,
  "tokens_by_domain": {
    "encyclopedic": 3450220,
    "general": 3450654,
    "news": 3450036,
    "tech": 3450306
  }
}
#223
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/selection8.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=18366
#224
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":18366,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 150
Wall time 11.0 seconds
Output:
#225
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "150",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 15.2 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (4077 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 7992 ids -> /tmp/dev_train.npy