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 ↗encrypted chain-of-thought — recorded, not exposed
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
}
}
encrypted chain-of-thought — recorded, not exposed
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=28755encrypted chain-of-thought — recorded, not exposed
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
encrypted chain-of-thought — recorded, not exposed
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
encrypted chain-of-thought — recorded, not exposed
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:
encrypted chain-of-thought — recorded, not exposed
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
encrypted chain-of-thought — recorded, not exposed
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:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "122",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 15.7 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
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)
encrypted chain-of-thought — recorded, not exposed
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:
{}encrypted chain-of-thought — recorded, not exposed
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=47283encrypted chain-of-thought — recorded, not exposed
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=25260encrypted chain-of-thought — recorded, not exposed
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:
encrypted chain-of-thought — recorded, not exposed
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
encrypted chain-of-thought — recorded, not exposed
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:
encrypted chain-of-thought — recorded, not exposed
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
encrypted chain-of-thought — recorded, not exposed
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
encrypted chain-of-thought — recorded, not exposed
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:
encrypted chain-of-thought — recorded, not exposed
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)
encrypted chain-of-thought — recorded, not exposed
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:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "131",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 8.2 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
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:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "132",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 15.6 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
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
encrypted chain-of-thought — recorded, not exposed
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
}
}