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: 187
duration: 50m
recorded: 2026-08-03

run iddclm-nano-curation__XWHDKVK

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

download JSON ↗

codexgpt-5.6-sol198 turns11 narration187 reasoning187 action187 observation1 final

#76

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:61909,chars:\"\",yield_time_ms:30000,max_output_tokens:1000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 50
Wall time 11.0 seconds
Output:

#77

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "50",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}

wait result

Script completed
Wall time 7.9 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (2000 > 1024). Running this sequence through the model will result in indexing errors
15831 12000493 [3054485, 3100922, 3046403, 2798683] [0.2545299597274879, 0.25839955075178994, 0.25385648739597616, 0.23321400212474605]

#78

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json\\nq=[]\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line);n=d['text'].count(' @-@ ')\\n if n:q.append((n,d['id'],len(d['text']),d['text'][:160].replace('\\\\n',' ')))\\nprint(len(q),sum(x[0] for x in q),sum(x[2] for x in q))\\nfor x in sorted(q,reverse=True)[:30]:print(x)\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":6000}); text(r.output)\n"
}

exec result

Script completed
Wall time 3.6 seconds
Output:
0 0 0

#79

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,json,random\\nr=np.loadtxt('/tmp/scores.tsv');r=r[(r[:,1]>=900)&(r[:,1]<=30000)]\\nfor j,name in [(0,'wiki'),(3,'qa')]:\\n res=r[:,3+j]-np.max(np.delete(r[:,3:7],j,axis=1),axis=1);sc=r[:,2]+.55*res;o=np.argsort(-sc)\\n inds=[o[k] for k in [0,99,499,999,1999,3999,7999,11999]]; ids=r[inds,0].astype(int);want=set(ids);tx={}\\n for line in open('data/pool.jsonl'):\\n  d=json.loads(line)\\n  if d['id'] in want:tx[d['id']]=d['text'].replace('\\\\n',' ')\\n print(name)\\n for k,i in zip([0,99,499,999,1999,3999,7999,11999],ids):print(k,i,repr(tx[i][:240]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":6000}); text(r.output)\n"
}

exec result

Script completed
Wall time 6.2 seconds
Output:
wiki
0 3475 'Anglo-Dutch Wars, also called Dutch Wars, Dutch Engelse Oorlogen, four 17th- and 18th-century naval conflicts between England and the Dutch Republic. The first three wars, stemming from commercial rivalry, established England’s naval might,'
99 28992 'BOURGEOIS, JACQUES (Jacob), surgeon, colonizer, founder of Beaubassin; b. sometime between 1618 and 1621 in France, probably at Couperans-en-Brie (department of Seine-et-Marne); d. 1701 at Port-Royal (Annapolis Royal, N.S.); founder of the '
499 15842 'May 12, 2021: Nadeen Awad, 16, was killed along with her father Khalil Awad, 52, in front of their home in the Palestinian village of Dahmash in central Israel, about 20 kilometers from Tel Aviv, in the early morning of May 12. The two were'
999 7649 'Alexei Nikolayevich Kosygin Kosygin, Alexei Nikolayevich (əlyĭksyāˈ nyĭkə lĪˈəvĭch kəsēˈgĭn) [key], 1904–80, Soviet political leader. A member of the Communist party from 1927, he joined its central committee in 1939. In the 1940s, as an ai'
1999 83556 'Dayton, OH (PRWEB) May 31, 2014 United Theological Seminary (United) hosted its 140th commencement service on Friday, May 23, 2014, at Ginghamsburg United Methodist Church in Tipp City, OH. Twenty-seven masters degrees and 42 doctoral degre'
3999 18876 'After Hong Kong police fired 800 tear gas canisters at umbrella-wielding demonstrators on a single day this week, hundreds of empty aluminum shells littered the streets in the wake of the protests. Many of those shells were made in the Keys'
7999 93324 'Hey there, time traveller! This article was published 5/9/2013 (1447 days ago), so information in it may no longer be current. Sarah (Tatiana Maslany) plays a deadly game with a killer who knows her secret in this new episode. Meanwhile, sh'
11999 92548 'Cat Ba National Park Vietnam: Everything You Need to Know Cat Ba National Park (located on Cat Ba island, Hai Phong Province in the North Vietnam) incorporates some of the small islands and marine water and covers an area of 26,300 ha, in w'
qa
0 6138 'XForms/Read and write with get and put Sometimes all you need to do is to put a nice user friendly form that edits a single static XML file. In this case a static file is any file where you know the exact pathname to the file when the form '
99 13746 'Scaling the Windows Stack George Beech @GABeech PICC ‘12. out of 23 Post on 27-Dec-2015 Embed Size (px) <p>PowerPoint Presentation</p> <p>Scaling the Windows StackGeorge Beech @GABeechPICC 12AgendaWhat is Stack Exchange?Growth this YearOur '
499 4887 'At the beginning of October, myself and my partner Aida, released a Twitter bot – LnH AI: The Band. This hobby project of ours is a music bot capable of composing music on-demand, based on tweets that users send to it. It is powered by spec'
999 23207 'I am a university student who has learned how to write web applications using with Servlets and JSPs. My course only slightly covers struts, is it worth while teaching myself how to use/incorperate struts? or are struts only the flavor of t'
1999 157302 'uro@polprod.pl<|endoftext|>Aids to medicine - College of Physicians of Philadelphia Toggle navigation College of Physicians of Philadelphia Services Navigate Linked Data Dashboard Tools / Extras Stats Share Social Mail Twitter Facebook Link'
3999 16188 'It doesn\'t matter where you live in the North America, there is a risk of diesel fuel in farm equipment and trucks gelling during cold spells. Yes, refineries switch to "winter grade" diesel fuel starting in October, and yes, winter grade f'
7999 34858 '"Greater love has no one than this, that one lay down his life for his friends." - John 15:13 NASB This morning, ABC News\' Chris Cuomo was traveling with our troops and they were hit by a roadside bomb. There were no injuries, but that isn\''
11999 58376 'Henry Louis Gates Jr. is the founding director of the Hutchins Center for African and African American Research at Harvard University. He’s one of America’s leading thinkers and has a great ability to put current social and political situat'

#80

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,json\\nr=np.loadtxt('/tmp/scores.tsv');r=r[(r[:,1]>=900)&(r[:,1]<=30000)];lists=[]\\nfor j in range(4):\\n residual=r[:,3+j]-np.max(np.delete(r[:,3:7],j,axis=1),axis=1);score=r[:,2]+.55*residual;order=np.argsort(-score);lists.append([(int(r[k,0]),r[k,1]) for k in order])\\npos=[0]*4;used=set();tot=[0.]*4;out=[];owner=[];fac=[.27,.27,.27,.34];ratio=[.45,.20,.20,.15]\\nwhile len(out)<50000:\\n j=min(range(4),key=lambda x:tot[x]/ratio[x])\\n while lists[j][pos[j]][0] in used:pos[j]+=1\\n i,ch=lists[j][pos[j]];pos[j]+=1;used.add(i);out.append(i);owner.append(j);tot[j]+=ch*fac[j]\\njson.dump(out,open('/tmp/bal45.json','w'));json.dump(dict(zip(map(str,out),owner)),open('/tmp/owner45.json','w'));print(tot,out[:20])\\nPY\\npython pack_selection.py /tmp/bal45.json /tmp/train45.npy\\nPYTHONPATH=/workspace python /tmp/train_diag.py --train_npy /tmp/train45.npy --heldout_npy data/multi_dev.npy --out_json /tmp/diag45.json --max_iters 3000 --seed 1337\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
[22054641.389999837, 9802722.059999982, 9802097.280000014, 7351820.680000024] [3475, 66305, 37064, 6138, 37522, 40000, 76107, 14644, 41186, 2166, 65721, 20692, 101472, 4620, 163002, 53096, 3196, 63484, 12306, 1703]
SESSION_ID=16605

#81

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:16605,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 54
Wall time 11.0 seconds
Output:

#82

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "54",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 16.3 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (1222 > 1024). Running this sequence through the model will result in indexing errors
SESSION_ID=16605

#83

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:16605,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 55
Wall time 11.0 seconds
Output:

#84

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "55",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 16.3 seconds
Output:
packed 12000000 tokens from 50000 ids -> /tmp/train45.npy
SESSION_ID=16605

#85

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:16605,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 56
Wall time 11.0 seconds
Output:

#86

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "56",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 5.1 seconds
Output:
QUARTER 0 PPL 736.9230894582905 LOSS 6.602483530513576
QUARTER 1 PPL 264.5987687669043 LOSS 5.578214598483727
QUARTER 2 PPL 285.84853636502186 LOSS 5.655462077406586
QUARTER 3 PPL 189.7813697811987 LOSS 5.245872724251669
HELDOUT_PPL 320.924  loss 5.7712  train_s 51  /tmp/train45.npy

#87

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,json\\nr=np.loadtxt('/tmp/scores.tsv');r=r[(r[:,1]>=900)&(r[:,1]<=30000)];lists=[]\\nfor j in range(4):\\n ds=r[:,3+j]-np.max(np.delete(r[:,3:7],j,axis=1),axis=1); sc=r[:,2]+.55*ds;o=np.argsort(-sc);lists.append([(int(r[k,0]),r[k,1]) for k in o])\\npos=[0]*4;used=set();tot=[0.]*4;out=[];fac=[.27,.27,.27,.34];ratio=[.35,.20,.20,.25]\\nwhile len(out)<50000:\\n j=min(range(4),key=lambda x:tot[x]/ratio[x])\\n while lists[j][pos[j]][0] in used:pos[j]+=1\\n i,ch=lists[j][pos[j]];pos[j]+=1;used.add(i);out.append(i);tot[j]+=ch*fac[j]\\njson.dump(out,open('/tmp/bal35202025.json','w'));print(tot)\\nPY\\npython pack_selection.py /tmp/bal35202025.json /tmp/train35.npy\\nPYTHONPATH=/workspace python /tmp/train_diag.py --train_npy /tmp/train35.npy --heldout_npy data/multi_dev.npy --out_json /tmp/diag35.json --max_iters 3000 --seed 1337\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
[17425531.620000012, 9956523.509999985, 9956960.640000042, 12445111.460000012]
SESSION_ID=92767

#88

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:92767,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 58
Wall time 11.0 seconds
Output:

#89

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "58",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

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 (2000 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 50000 ids -> /tmp/train35.npy
SESSION_ID=92767

#90

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:92767,chars:\"\",yield_time_ms\":30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script failed
Wall time 0.0 seconds
Output:
Script error:
SyntaxError: Invalid or unexpected token

#91

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:92767,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 60
Wall time 11.0 seconds
Output:

#92

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "60",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 14.6 seconds
Output:
SESSION_ID=92767

#93

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:92767,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script completed
Wall time 7.7 seconds
Output:
QUARTER 0 PPL 727.7646535136464 LOSS 6.589977717790448
QUARTER 1 PPL 269.80918922553855 LOSS 5.597715002591492
QUARTER 2 PPL 294.580289692521 LOSS 5.685551596469566
QUARTER 3 PPL 176.27242502613768 LOSS 5.172030667789647
HELDOUT_PPL 317.851  loss 5.7616  train_s 50  /tmp/train35.npy

#94

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,json\\nr=np.loadtxt('/tmp/scores.tsv');r=r[(r[:,1]>=900)&(r[:,1]<=30000)];lists=[]\\nfor j in range(4):\\n ds=r[:,3+j]-np.max(np.delete(r[:,3:7],j,axis=1),axis=1); sc=r[:,2]+.8*ds;o=np.argsort(-sc);lists.append([(int(r[k,0]),r[k,1]) for k in o])\\npos=[0]*4;used=set();tot=[0.]*4;out=[];fac=[.27,.27,.27,.34]\\nwhile len(out)<50000:\\n j=min(range(4),key=lambda x:tot[x])\\n while lists[j][pos[j]][0] in used:pos[j]+=1\\n i,ch=lists[j][pos[j]];pos[j]+=1;used.add(i);out.append(i);tot[j]+=ch*fac[j]\\njson.dump(out,open('/tmp/bal08.json','w'));print(tot)\\nPY\\npython pack_selection.py /tmp/bal08.json /tmp/train08.npy\\nPYTHONPATH=/workspace python /tmp/train_diag.py --train_npy /tmp/train08.npy --heldout_npy data/multi_dev.npy --out_json /tmp/diag08.json --max_iters 3000 --seed 1337\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
[12510331.200000046, 12515458.229999995, 12510210.240000043, 12515980.720000058]
SESSION_ID=16252

#95

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:16252,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 63
Wall time 11.0 seconds
Output:

#96

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "63",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 16.2 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (2000 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 50000 ids -> /tmp/train08.npy
SESSION_ID=16252

#97

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:16252,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 64
Wall time 11.0 seconds
Output:

#98

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "64",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 14.4 seconds
Output:
SESSION_ID=16252

#99

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:16252,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 65
Wall time 11.0 seconds
Output:

#100

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "65",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 1.9 seconds
Output:
QUARTER 0 PPL 766.04476240113 LOSS 6.641240604588242
QUARTER 1 PPL 266.3929211245238 LOSS 5.584972365957792
QUARTER 2 PPL 298.17700591619416 LOSS 5.697687289753898
QUARTER 3 PPL 147.07664824966804 LOSS 4.990953867552711
HELDOUT_PPL 307.774  loss 5.7294  train_s 50  /tmp/train08.npy