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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
138
duration
47m
recorded
2026-08-04

run iddclm-nano-curation__W6EguaR

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

download JSON ↗
codexgpt-5.6-sol147 turns9 narration138 reasoning138 action138 observation1 final
#76
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({\"session_id\":76043,\"yield_time_ms\":30000,\"chars\":\"\",\"max_output_tokens\":2000});text(rest);text(output)\n"
}
exec result
Script running with cell ID 46
Wall time 11.0 seconds
Output:
#77
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "46",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 14.2 seconds
Output:
{"chunk_id":"cedffc","wall_time_seconds":30.001269278,"session_id":76043,"original_token_count":0}
#78
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({\"session_id\":76043,\"yield_time_ms\":30000,\"chars\":\"\",\"max_output_tokens\":2000});text(rest);text(output)\n"
}
exec result
Script running with cell ID 47
Wall time 11.0 seconds
Output:
#79
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "47",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 10.4 seconds
Output:
{"chunk_id":"e2f21b","wall_time_seconds":30.001461736,"session_id":76043,"original_token_count":0}
#80
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({\"session_id\":76043,\"yield_time_ms\":30000,\"chars\":\"\",\"max_output_tokens\":2000});text(rest);text(output)\n"
}
exec result
Script running with cell ID 48
Wall time 11.0 seconds
Output:
#81
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "48",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 16.1 seconds
Output:
{"chunk_id":"7453f2","wall_time_seconds":30.000500107,"session_id":76043,"original_token_count":0}
#82
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({\"session_id\":76043,\"yield_time_ms\":30000,\"chars\":\"\",\"max_output_tokens\":2000});text(rest);text(output)\n"
}
exec result
Script running with cell ID 49
Wall time 11.0 seconds
Output:
#83
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "49",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 16.2 seconds
Output:
{"chunk_id":"ed67b8","wall_time_seconds":30.000800923,"session_id":76043,"original_token_count":0}
#84
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({\"session_id\":76043,\"yield_time_ms\":30000,\"chars\":\"\",\"max_output_tokens\":2000});text(rest);text(output)\n"
}
exec result
Script running with cell ID 50
Wall time 11.0 seconds
Output:
#85
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "50",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 11.8 seconds
Output:
{"chunk_id":"e8a5e9","wall_time_seconds":30.001308252,"session_id":76043,"original_token_count":0}
#86
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({\"session_id\":76043,\"yield_time_ms\":30000,\"chars\":\"\",\"max_output_tokens\":2000});text(rest);text(output)\n"
}
exec result
Script running with cell ID 51
Wall time 11.0 seconds
Output:
#87
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "51",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 15.6 seconds
Output:
{"chunk_id":"d3c7a4","wall_time_seconds":30.000731052,"session_id":76043,"original_token_count":0}
#88
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({\"session_id\":76043,\"yield_time_ms\":30000,\"chars\":\"\",\"max_output_tokens\":2000});text(rest);text(output)\n"
}
exec result
Script running with cell ID 52
Wall time 11.0 seconds
Output:
#89
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "52",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 14.4 seconds
Output:
{"chunk_id":"96775d","wall_time_seconds":30.000822091,"session_id":76043,"original_token_count":0}
#90
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({\"session_id\":76043,\"yield_time_ms\":30000,\"chars\":\"\",\"max_output_tokens\":2000});text(rest);text(output)\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"8fc897","wall_time_seconds":0.000003443,"exit_code":0,"original_token_count":34}selected 11107 estimated tokens 16201356 by domain {'encyclopedic': 4050112, 'general': 4049261, 'news': 4050518, 'technical': 4051465}
#91
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json,re\\nsel=json.load(open('submission/selection.json')); want=set(sel[:24]); D={}\\nfor l in open('data/pool.jsonl'):\\n d=json.loads(l)\\n if d['id'] in want:D[d['id']]=d['text']\\nfor j,i in enumerate(sel[:24]): print(j,i,len(D[i]),re.sub(r'\\\\s+',' ',D[i])[:220])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":8000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 3.6 seconds
Output:
0 18830 11826 Archaeological dating methods Futilities must undress thitherward convened dismissively towerish tomato. Possessory tongs being very mechanically fugued calendering. Burdensomely tomentum consciously scavenged the differ
1 93556 7511 <|endoftext|>moijumaca est désormais compatible avec l'extension FastNews.kiwi disponible pour votre navigateur. Avec cette extension, vérifiez s'il y a des nouveaux sujets sur ce forum en un clic depuis n'importe quelle
2 35836 11925 ights & Sirens | Owner of crashed vehicle charged with falsification Bucyrus Police Department Officers spoke to a man in the 1600 block of Marion Road about a civil issue. 7:27 a.m. A false alarm was received in the 130
3 109123 8934  this project<|endoftext|>Login database hoover Holoblastic Aldis swatter, its sharp crunch. Because Reynold hypnotized his sprauchling laughably. amplexicaul Thorn flash-back, his butt yesterday. Hipognathous and spayed
4 83739 6129 <|endoftext|>OpeningCrossroads Art Center The January All Media Show, featuring work by Short Pump Middle School and Hugh Townsend Harris' show "The Happy Place," opens with a reception Jan. 19, 6-10 p.m. There is a gall
5 110071 7457  map Another common thunk leak arises from mapping functions over containers, which do not execute their combining function strictly. The usual fix is to instead use a strict version of the function, ala foldl' or insert
6 86038 8447 designing of airseparator for cement mill Grinding Mill . designing of airseparator for cement mill. Posted at September 18 2012 4.9 - 6826 Ratings cement mill separator design All product -Shanghai zenith . Get Price ce
7 72123 7770  decades ago, a small group from within the AIDS activist organization ACT UP changed the course of medicine in the United States. They employed what they called “the outside/inside strategy.” The activists staged large,
8 93568 5987 Internships internship search and intern jobs. Discover internships and employment possibilities in the largest internship marketplace. Seek paid internships and component time jobs to help start your profession. Free we
9 109790 22154  power projecting device A projecting device for projecting an image of the surface of a body on a light receiving surface, in which optical element blocks are provided symmetrically with respect to a stop, of which the 
10 74215 5974  It or Lose It (Japanese: ライバル対決!VSマサムネ!! Rival Confrontation! VS Morrison!!) is the 38th episode of Pokémon: Advanced Battle. The judge is about to announce Morrison's defeat, but Ash tells him Morrison needs time to th
11 28576 5136 The U.S. Mint sold out of 2013 American Eagle silver coins at a time when investors bought the most metal in five years through the biggest exchange-traded product. The mint’s sales are “temporarily” suspended and will r
12 102601 8030  to help.<|endoftext|>President of the Fiat Lancia Unlimited car club (FLUCC) John Montgomery has recently published a list of 75 reasons why to someone should choose a Fiat 500 over a MINI. With the Fiat 500 going on sa
13 84043 11228 <|endoftext|>Bernadette Noe and her attorney, Charles Ticknor, met with Democrats in May. In the months leading to her husband's trial on felony charges that he stole from the rare-coin funds he managed for the state of 
14 12329 7643 Web Development & Programming (586) Westerns (80) Welcome to our virtual Library. You will find books by renowned and universal authors in a wide range of literary genres, from classical, narrative, lyrical, dramatic, Gr
15 88427 16418 <|endoftext|>Gerald Fenech has been a classical music enthusiast ever since hearing the Classics For Pleasure LP recording of Handel’s Music for the Royal Fireworks with the Virtuosi of England. In July 1995 he was at th
16 60778 9906 Morris County Home Sales The following homes have sold and their deeds were recorded with the county clerk. Boonton: 56 North Rd from Adaline Kearns to Daniel Scerra. $242,500. Budd Lake: 6 Rolling Hills Dr from Floyd Al
17 97706 6114  sensing applications.<|endoftext|>WASHINGTON -- A clash between the Obama administration and the Congressional Black Caucus intensified Wednesday, illustrating how lawmakers' unease about the economy has the potential t
18 27986 8654 Completely uprooted and shoddily recommented due to Blatant Cut-and-paste Infringement from Wiretap's Treasure Chest =) The Ten Commandments for C Programmers was written by Henry Spencer, an Usenetter and C and Unix gur
19 6123 5150 GENEVA -- The Obama administration's push to engage countries like Russia, Iran and Syria is generating broad support in Europe and the Middle East. But smaller U.S. allies are cautioning Washington not to pursue this di
20 22284 4185 Inhabiting discretion the her dispatched decisively boisterous joy. So form were wish open is able of mile of. Waiting express if prevent it we an musical. Especially reasonable travelling she son. Resources resembled fo
21 103267 5791 This Rules Update was submitted by Dennis Dacey, USAPA Rules Chair Background. Over the last few years, we have seen a proliferation in the introduction of new paddles and, more recently, balls. Some of these new paddles
22 72127 11638 <|endoftext|>NCERT Solutions for Class 12 Maths Chapter 3 Exercise 3.4 (Ex 3.4) NCERT Solutions for Class 12 Maths Chapter 3 Exercise 3.4 supplied by Vedantu to help the Class 12 students for understanding Math easy. The
23 94759 6731 <|endoftext|>By Marina Lopes and Lesley Wroughton NEW YORK/WASHINGTON (Reuters) - U.S. airlines United, American and Delta, have notified Chinese authorities of flight plans when traveling through an air defense zone Bei
#92
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nfor x in ['wordfreq','wordninja','spacy','sklearn']:\\n try: m=__import__(x);print(x,'yes')\\n except: print(x,'no')\\nPY\\ncat .timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
wordfreq no
wordninja no
spacy no
sklearn no
3718
#93
narration

The hard bounds removed the worst giant dumps, but the audit still finds adversarial “English-shaped” word salad and some non-English pages. I’m adding back the dev vocabulary statistic only as a language/coherence penalty—while retaining the stronger length, first-person, and register controls that prevent it from selecting generic personal blogs.

#94
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 from pathlib import Path\\n+import numpy as np\\n+from transformers import GPT2TokenizerFast\\n@@\\n     ap=argparse.ArgumentParser(); ap.add_argument('--out',default=str(OUT)); ap.add_argument('--multiplier',type=float,default=1.35)\\n     a=ap.parse_args()\\n+    tok=GPT2TokenizerFast.from_pretrained('gpt2',local_files_only=True)\\n+    freq=np.bincount(np.load(DEV).astype(np.int64),minlength=50257).astype(float)+2\\n+    neglog=-np.log(freq/freq.sum())\\n     rows=[]; batch=[]\\n     def consume(batch):\\n-        for ident,s,f in batch:\\n+        eligible=[]\\n+        for ident,s,f in batch:\\n@@\\n-                continue\\n+                continue\\n+            eligible.append((ident,s,f))\\n+        if not eligible: return\\n+        enc=tok([x[1] for x in eligible],add_special_tokens=False,return_attention_mask=False)['input_ids']\\n+        for (ident,s,f),ids in zip(eligible,enc):\\n@@\\n-            nt=int(f['n']/4)+1\\n+            nt=len(ids)+1\\n+            ce=float(neglog[np.asarray(ids,dtype=np.int64)].mean())\\n@@\\n-                   -2.0*max(0,f['caps']-.18) - 7.0*f['first'] + length)\\n+                   -2.0*max(0,f['caps']-.18) - 7.0*f['first'] + length - .85*ce)\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#95
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python submission/curate.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000});\ntext(r.output);\nif (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=13960
#96
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({\"session_id\":13960,\"yield_time_ms\":30000,\"chars\":\"\",\"max_output_tokens\":2000});text(rest);text(output)\n"
}
exec result
Script running with cell ID 58
Wall time 11.0 seconds
Output:
#97
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "58",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 14.2 seconds
Output:
{"chunk_id":"9ae5ff","wall_time_seconds":30.001593972,"session_id":13960,"original_token_count":46}Token indices sequence length is longer than the specified maximum sequence length for this model (1048 > 1024). Running this sequence through the model will result in indexing errors
#98
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({\"session_id\":13960,\"yield_time_ms\":30000,\"chars\":\"\",\"max_output_tokens\":2000});text(rest);text(output)\n"
}
exec result
Script running with cell ID 59
Wall time 11.0 seconds
Output:
#99
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "59",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 16.6 seconds
Output:
{"chunk_id":"42725e","wall_time_seconds":30.001379573,"session_id":13960,"original_token_count":0}
#100
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "let{output,...rest}=await tools.write_stdin({\"session_id\":13960,\"yield_time_ms\":30000,\"chars\":\"\",\"max_output_tokens\":2000});text(rest);text(output)\n"
}
exec result
Script running with cell ID 60
Wall time 11.0 seconds
Output: