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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
#176
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":19383,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 8.7 seconds
Output:
{
  "documents": 8202,
  "tokens_by_domain": {
    "encyclopedic": 3450081,
    "general": 3450118,
    "news": 3450188,
    "tech": 3452004
  }
}
#177
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/selection6.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 1.2 seconds
Output:
SESSION_ID=28755
#178
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json\\nfor a,b in [(5,6),(4,5),(3,4)]:\\n x=json.load(open(f'/tmp/selection{a}.json'));y=json.load(open(f'/tmp/selection{b}.json'));print(a,b,len(set(x)&set(y)),len(x),len(y))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.3 seconds
Output:
5 6 6789 7629 8202
4 5 6730 7342 7629
3 4 6745 7261 7342
#179
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('/tmp/selection6.json'));need=set(s[:40]);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[:40]):print(f'{j:2} {i:6} {len(D[i]):6}',re.sub(r'\\\\s+',' ',D[i])[:140])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":7000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 3.8 seconds
Output:
 0   4193  18159 Distraction displays, also known as diversionary displays, or paratrepsis are anti-predator behaviors used to attract the attention of an en
 1  45210   5968 Don't get me wrong, there were some great games and some intriguing upsets, but with the Saints not playing, interest was going to be down r
 2  68995  14695 ||This article includes a list of references, but its sources remain unclear because it has insufficient inline citations. (February 2011)| 
 3   5703  23987 American Labor & Class BILL MOYERS: As those conservative protesters were leaving Washington, members of the country's largest body of union
 4  49772   8754 AccessMyLibrary provides FREE access to millions of articles from top publications available through your library. In recognition that diabe
 5    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 
 6  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
 7  31604  10711 Great-sounding records can be made on home computers, but one man's convinced a fantastic studio is music's future This past summer, Zenph S
 8  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 thos
 9  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, bec
10  94759   6731 <|endoftext|>By Marina Lopes and Lesley Wroughton NEW YORK/WASHINGTON (Reuters) - U.S. airlines United, American and Delta, have notified Ch
11 106056  15632  CALENDAR pg2-3 What I Love About This Season 13 MOON CALENDAR [_] Jul. 26/Aug 22 1 Month [_] IRON: Sacred Womb Magnetic Bat Moon Of Purpose
12  32699   6081  double star system has been flipping between two alter egos, according to observations with NASA's Chandra X-ray Observatory and the Nation
13    555   5735 Tiers for talents Rather than limit talent choices by specialization, the new talent choices are based on specific options. For example, the
14  46833   4387 <|endoftext|>Russian oligarch Boris Berezovsky was not killed by chemical or radioactive material, British police said today, but still call
15  59074   9205 !<|endoftext|>How to Grow Potatoes Next to rice and corn, potatoes are one of the most important carbohydrate food crops. They are versatile
16  31888   4263 When thinking about the most popular names in Wales Olivia, Ruby, Jack and Oliver top the list. But instead of concentrating on the most pop
17  74671   5185 .<|endoftext|>- Other Apps There are a few things that happen to me when summer time rolls around, and I'm sure I'm not the only one who exp
18 104117   4558 CNN) -- U.S. Secretary of Commerce John Bryson, under investigation for possible felony hit-and-run after allegedly causing two weekend car 
19 110954   6196  again.<|endoftext|>- How do I stop Alexa from beeping? - Why is my Alexa beeping yellow? - Does Alexa turn off after a while? - Why can’t I
20  57380   5158 <|endoftext|>Testosterone is a steroid hormone from the androgen group. In mammals, testosterone is primarily secreted in the testes of male
21  43520  17962  and Thank You in Advance One of the challenges NBA scouts and executives face when evaluating draftees is that, for the most part, pro and 
22  86544   5111 <|endoftext|>By Steve Neavling DETROIT (Reuters) - An expert panel concluded on Tuesday that Detroit faces a fiscal emergency in a city plag
23 162570  22006 Query is inefficient when referencing the same keys in "OR" query) – WordPress Trac WordPress.org Search WordPress.org for: Submit Toggle Me
24  66114  10990 The study of military regimes rose to prominence within the social sciences during the latter half of the twentieth century, thanks in part 
25  19734   4400 Arizona basketball preview: leadership a theme among team When the No. 12 Arizona men's basketball team takes on Charleston Southern in McKa
26  12967   4304 Pedestrians gather as police and fire officials respond after a car drove through a crowd along the Venice Beach boardwalk in Los Angeles on
27 114242   6752  Economics Of Apps<|endoftext|>- What qualifies you as exempt on taxes? - How much is PIP 2020? - How do I claim disabled car tax? - Is my v
28  98078   6091  of the energiewende inherently includes smart energy use. But there is not yet any storage system that could be used by industry to efficie
29  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
30   9242  36472 US 6495069 B1 A polymer composition comprises at least one substantially non-conductive polymer and at least one electrically conductive fil
31  38383  32313 <|endoftext|>I have idea that could simplify attribution authors by thirdparties (mirrors, printed versions, etc.). We could include all con
32  71823  21413 !<|endoftext|>BEFORE Ellis Island became a port of entry for immigrants, it was used for the storage of ammunition. It's a nice bit of symbo
33   1111   4887 - Mighty Mac - Sir Topham Hatt - Cranky (does not speak) - Edward (cameo; passing Neville while he's pulling some coaches) - Percy (cameo; s
34  26822   7075  Thailand's southern insurgency has dragged on for almost a decade - About 5,300 people have been killed and more than 9,000 injured - Musli
35  11140  22500 Oct 18, 2014 Brain networks in two behaviourally-similar vegetative patients (left and middle), but one of whom imagined playing tennis (mid
36  12403  11920 Top best answers to the question «Why do people listen to music in egypt» - Religious music remains an essential part of traditional Muslim 
37  66264   4585 I need to talk to you about breakfast. I think we should bring it back. There's much to be said for picnic lunches, dinners both family and 
38  59282  19175 <|endoftext|>Sustainability & CSR Onshore's second wind? Onshore wind energy has received little attention in recent years but with no end i
39  27665   6066  How many minutes does a 700mb CD hold? - Why do CDs only hold 80 minutes? - Can you add more songs to a burned CD R? - How do I burn songs 
#180
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":28755,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 121
Wall time 11.0 seconds
Output:
#181
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "121",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 9.3 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 8202 ids -> /tmp/dev_train.npy
#182
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":28755,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 122
Wall time 11.0 seconds
Output:
#183
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "122",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 15.7 seconds
Output:
#184
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":28755,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 1.0 seconds
Output:
HELDOUT_PPL 394.188  loss 5.9768  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
#185
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-        \\\"tech\\\": q - 5.0 * abs(f[\\\"stop\\\"] - 0.330) + 0.25 * ts + 0.55 * min(f[\\\"qa\\\"], 4)\\n-                + (0.55 if (\\\"?\\\" in low and ts) else 0.0),\\n+        \\\"tech\\\": q - 5.0 * abs(f[\\\"stop\\\"] - 0.330) + 0.25 * ts\\n+                + (0.55 if (\\\"?\\\" in low and ts) else 0.0),\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
{}
#186
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=47283
#187
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...v}=await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json\\nA=json.load(open('/tmp/selection6.json'));B=json.load(open('/tmp/selection5.json'))\\nqs=[[x for j,x in enumerate(A) if j%4==r] for r in range(3)]+[[x for j,x in enumerate(B) if j%4==3]]\\nout=[];seen=set()\\nfor k in range(max(map(len,qs))):\\n for q in qs:\\n  if k<len(q) and q[k] not in seen:out.append(q[k]);seen.add(q[k])\\njson.dump(out,open('/tmp/hybrid.json','w'));print(len(out))\\nPY\\nbash /workspace/dev_eval.sh /tmp/hybrid.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000});text(v);text(output);if(v.session_id)text(`SESSION_ID=${v.session_id}`);\n"
}
exec result
Script completed
Wall time 1.4 seconds
Output:
{"chunk_id":"0d163e","wall_time_seconds":1.00057884,"session_id":25260,"original_token_count":2}7498
SESSION_ID=25260
#188
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":25260,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 127
Wall time 11.0 seconds
Output:
#189
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "127",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 13.4 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
#190
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":25260,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 128
Wall time 11.0 seconds
Output:
#191
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "128",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 15.2 seconds
Output:
packed 11573069 tokens from 7498 ids -> /tmp/dev_train.npy
#192
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"pgrep -af 'train_nano.py --train_npy /tmp/dev_train.npy'\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.3 seconds
Output:
5069 python3 train_nano.py --train_npy /tmp/dev_train.npy --heldout_npy /workspace/data/multi_dev.npy --out_json /tmp/dev.json --max_iters 3000 --seed 1337
#193
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":25260,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 130
Wall time 11.1 seconds
Output:
#194
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "130",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
HELDOUT_PPL 400.998  loss 5.9940  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
#195
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":47283,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 131
Wall time 11.0 seconds
Output:
#196
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "131",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 8.2 seconds
Output:
#197
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":47283,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 132
Wall time 11.1 seconds
Output:
#198
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "132",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 15.6 seconds
Output:
#199
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"pgrep -af '^python /workspace/submission/curate.py'; cat /workspace/.timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.3 seconds
Output:
4961 python /workspace/submission/curate.py
2581
#200
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":47283,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{
  "documents": 7954,
  "tokens_by_domain": {
    "encyclopedic": 3452673,
    "general": 3450180,
    "news": 3450309,
    "tech": 3450261
  }
}