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
- 223
- duration
- 59m
- recorded
- 2026-08-04
run iddclm-nano-curation__KzgeyF6
Everything gpt-5.6-sol did on this task, in order.
download JSON ↗encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "112",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 3.2 seconds
Output:
HELDOUT_PPL 373.197 loss 5.9221 train_s 56 /tmp/final.npy
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:3149,chars:\"\\u0003\",yield_time_ms:1000,max_output_tokens:1000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.6 seconds
Output:
Traceback (most recent call last):
File "/workspace/submission/curate.py", line 113, in <module>
alpha = sum(c.isalpha() for c in text) / nchar
File "/workspace/submission/curate.py", line 113, in <genexpr>
alpha = sum(c.isalpha() for c in text) / nchar
KeyboardInterrupt
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/submission/curate.py\\n@@\\n if eligible:\\n- # Float32 is intentional: it makes near-ties deterministic across\\n- # platforms and matches the compact cached feature representation.\\n- rank_score = float(np.float32(quality) + np.float32(3.0) * np.float32(similarity))\\n- records.append((ident, token_proxy, rank_score,\\n- [float(np.float32(x)) for x in dscore]))\\n+ records.append((ident, token_proxy, quality + 3.0 * similarity, dscore))\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"sha256sum submission/selection.json; python -m py_compile submission/curate.py; python - <<'PY'\\nimport json,os,numpy as np\\ns=json.load(open('submission/selection.json')); a=np.load('/tmp/final.npy')\\nprint({'ids':len(s),'unique':len(set(s)),'min':min(s),'max':max(s),'packed_tokens':len(a),'dtype':str(a.dtype)})\\nprint(json.load(open('experiments/final_old.result.json')))\\nPY\\ncat .timer/remaining_secs\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.4 seconds
Output:
2d61ab01bda26bfb33436defd960f89ffceabdd181f58e4ce3773fbcbb537a83 submission/selection.json
{'ids': 50209, 'unique': 50209, 'min': 1, 'max': 113997, 'packed_tokens': 12000000, 'dtype': 'uint16'}
{'train_npy': '/tmp/final.npy', 'heldout_ppl': 373.1969043194487, 'mean_loss': 5.9221061739748215, 'max_iters': 3000, 'seed': 1337, 'train_s': 55.8}
2896
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python experiments/train_diag.py --train_npy /tmp/final.npy --out_json experiments/final_diag.json\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:2000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=49353encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:49353,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
Traceback (most recent call last):
File "/workspace/experiments/train_diag.py", line 3, in <module>
from model import GPT, GPTConfig
ModuleNotFoundError: No module named 'model'
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/experiments/train_diag.py\\n@@\\n-import argparse, math, time, json, numpy as np, torch\\n+import argparse, math, time, json, sys, numpy as np, torch\\n+sys.path.insert(0, '/workspace')\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python experiments/train_diag.py --train_npy /tmp/final.npy --out_json experiments/final_diag.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=67463encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np,json\\nA=np.load('experiments/features.npy');R=np.load('experiments/rules.npy');dom=np.argmax(np.c_[A['d0'],A['d1'],A['d2'],A['d3']],1)\\nok=(A['ntok']>=180)&(A['alpha']>=.62)&(A['stop']>=.20)&(A['nav']<=5)&(dom!=3)\\nbase=A['manual']+3*A['q']; sc=base+.3*np.log1p(R[:,3]); ix=np.where(ok&(R[:,3]>=3))[0];ix=ix[np.argsort(-sc[ix])]\\nprint('available',len(ix),sum(A['ntok'][ix]),'rule quant',np.quantile(R[ix,3],[0,.25,.5,.75,.9,.99,1]))\\nwant=set(A['id'][ix[:30]].astype(int));texts={}\\nwith open('data/pool.jsonl') as f:\\n for l in f:\\n x=json.loads(l)\\n if x['id'] in want:texts[x['id']]=x['text']\\nfor j in ix[:20]:\\n i=int(A['id'][j]);print('\\\\n',i,'tok',A['ntok'][j],'r',R[j,3],'base',base[j],repr(texts[i][:300]))\\nPY\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 3.9 seconds
Output:
available 9016 8447903 rule quant [ 3. 3.56083083 4.40580368 6.78133178 10.87228251 21.25422945
48.20766449]
102232 tok 395 r 19.986675 base 5.2133546 '-None.<|endoftext|>Compensation algorithm for the phase-shift error of polarization-based parallel two-step phase-shifting digital holography.\nABSTRACT We propose an algorithm for compensating the phase-shift error of polarization-based parallel two-step phase-shifting digital holography, which is a'
106872 tok 231 r 3.4129694 base 5.4463205 'ROMELT STEEL PLANT IN CHHATISGARH\nDevelopment Corporation (NMDC) has come forward to set up the\nfirst Romelt Steel Plant in the country in Chhatisgarh State to\nneutralize the ecological dangers posed by the mine slimes. The\nMinister for Mines, Shri Ramesh Bais today led a delegation of\nChhatisgarh t'
2027 tok 777 r 5.0813007 base 5.245145 'From Wikipedia, the free encyclopedia\n|February 24, 1882 - December 16, 1948 (aged 66)|\nGeneral Hayao Tada\n|Place of birth||Sendai, Miyagi, Japan|\n|Allegiance||Empire of Japan|\n|Service/branch||Imperial Japanese Army|\n|Years of service||1903 -1945|\n|Commands held||China Garrison Army.|\nIJA 11th Divi'
74218 tok 340 r 32.482597 base 4.5708847 'Guardian switching from Java to Scala\nThe web site of the UK newspaper The Guardian is switching development from Java to Scala. The Scala programming language is a general purpose language which integrates object-oriented and functional programming styles. More importantly though for Java developer'
27835 tok 261 r 6.048387 base 4.9928055 'ius Caesar (Paperback)\nWarning messageMean Menu style requires jQuery library version 1.7 or higher, but you have opted to provide your own library. Please ensure you have the proper version of jQuery included. (note: this is not an error)\nUsually arrives at our store within 4-7 days\nJulius Caesar i'
102482 tok 394 r 12.008005 base 4.8080673 "<|endoftext|>The Student Council at its first meeting held in the Union last evening, elected the following officers; president, L. Withington, Jr., '11, Honolulu, Hawail; vice-president, R. C. Foster '11, Charles River Village; secretary, T. H. McKittrick, Jr., '11, St. Louis, Mo. The following fou"
36902 tok 690 r 13.724743 base 4.758595 'Duran v. U.S. Bank Nat’l Ass’n, No. A125557, 2012 WL 366590 (Feb. 6, 2012)\nIn a decision destined to have significant statewide ramifications, the California Court of Appeal for the First District reversed a trial court’s certification of a wage-hour class and determination of liability, concluding '
20032 tok 383 r 26.804123 base 4.527722 "JavaFX - A new hope for desktop Java?\nJava has become almost ubiquitous, wether it's in the server room or in a mobile phone. Where Java has failed to take hold though is, ironically, the place it was originally aimed at, the web enabled desktop. Despite reworking the GUI toolkit completely with Swi"
79411 tok 1533 r 5.6642637 base 4.8923655 'The regulatory body of MHTCET has decided to bring the paper level of MHTCET and quality at par with MEE Main.MHTCET was re-introduced in 2016, after it was scrapped in 2014 and 2015. For two years, the admissions to the state level engineering colleges were based on JEE Main scores.\nThis recently r'
111466 tok 252 r 3.1347961 base 4.993234 "<|endoftext|>Sourav Chandidas Ganguly is a former Indian test cricketer, and captain of the Indian national team. As of October 2008, he was India's most successful Test captain to date, winning 21 tests out of 49 tests he captained and leading India into the 2003 World Cup finals. An aggressive cap"
67223 tok 379 r 16.67825 base 4.4927382 '<|endoftext|>|Operating system||DOS, Windows|\nSystem Commander (SC for short) was a graphical boot manager/loader software application developed by VCOM. The software allowed for multiple operating systems to be installed onto a machine at once, providing a menu from which the user selected the oper'
89334 tok 382 r 8.258775 base 4.6736445 ' Library of the Teutonic Order in Mergentheim\nFrom 1525 to 1809, castle Mergentheim was the residence of the Grand Master and German Master of the order of Teutonic Knights. In the course of Napoleonic mediatisation and secularisation, the Teutonic Order first dispossessed the monasteries in the ter'
42939 tok 363 r 4.3541365 base 4.810044 '<|endoftext|>New Delhi: Delhi Chief Minister Arvind Kejriwal on Tuesday said that his government does not want livelihood of people to be affected and Covid restrictions will be eased as soon as possible\nRestrictions were put in place in view of people’s health, Kejriwal said after hoisting the nati'
71186 tok 595 r 17.42216 base 4.4385657 ' I came across a story about a book challenge in a public library in Kentucky. The scary part? It was a library staffer challenging the book. The situation is this: A library staffer in a county public library in Kentucky came across the graphic novel The League of Extraordinary Gentlemen, Volume IV'
91530 tok 2313 r 6.6200366 base 4.6850414 "<|endoftext|>Introduction to the Index to the Abraham Lincoln Papers, Microfilm Collection\nIn 1960, the Library of Congress published the Index to the Abraham Lincoln Papers microfilm collection. Its introduction describes how the Abraham Lincoln Papers came to the Library of Congress's collections "
70051 tok 359 r 4.398827 base 4.780373 'ings: Professor Emeritus Bernard Blishen\nProfessor Emeritus Bernard Russell Blishen died on Feb. 8 with his family at his side. Prof. Blishen was in his 98th year. He was predeceased by his wife Ruth.\nProf. Blishen was a professor of sociology in the former Faculty of Arts (now the Faculty of Libera'
86189 tok 284 r 5.560704 base 4.718659 "(Image source from: Twitter.com/RRRMovie)\nAfter the super success of Baahubali, the whole nation has been eagerly waiting for the release of Rajamouli's upcoming movie. The film is titled RRR and it features NTR, Ram Charan in the lead roles. The film resumed shoot recently and will continue for six"
14897 tok 6596 r 3.0 base 4.8665214 'Dossier 20: Muslim Conservatism in South Africa\nPublication Author:Ebrahim Moosa\n|Word Document||148.57 KB|\nnumber of pages:168\nThe main Muslim actors articulating a conservative political discourse are the ‘ulama-groups, chiefly represented by the Muslim Judicial Council (MJC), the Jamiatul ‘Ulama '
30228 tok 754 r 7.329843 base 4.6431837 "<|endoftext|>I'm not a huge fan of the GPL. While I agree with the FSF on most things, I can't help feeling that the GPL shows a certain lack of faith in the whole idea - if the open source development model is so much more efficient, and Free Software is so much more valuable, then why do they need"
29091 tok 372 r 27.58133 base 4.272437 'AP has released a “friendly fork” of open source Java, called SapMachine.\nThe project, which began in December 2017, serves as a downstream version of OpenJDK maintained by SAP. SAP customers and partners can use it to run their applications. OpenJDK is the open source version of Java.\nDespite its b'
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:67463,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\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": 3000
}wait result
Script completed
Wall time 15.8 seconds
Output:
SESSION_ID=67463encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:67463,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script completed
Wall time 3.5 seconds
Output:
{"quarter_losses": [6.43792760567587, 5.633607926915904, 5.562266021478371, 6.047535083333], "quarter_ppl": [625.109982137889, 279.6693260623113, 260.41226803086465, 423.0689141263343], "mean_loss": 5.920334159350786, "ppl": 372.53617952723874, "train_s": 56.7}
The quarter-level diagnostic shows the remaining error is concentrated in Wikipedia-like text (loss 6.44) and technical Q&A (6.05), while news and general prose are already much lower (5.56–5.63). I’m testing a modest reallocation from the two easier registers toward the encyclopedic queue; this changes only token-volume quotas and keeps the validated scoring model fixed.
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const patch = \"*** Begin Patch\\n*** Add File: /workspace/experiments/bias_candidates.py\\n+#!/usr/bin/env python3\\n+import json,numpy as np\\n+R='/workspace/experiments';a=np.load(R+'/features.npy');ok=(a['ntok']>=180)&(a['alpha']>=.62)&(a['stop']>=.20)&(a['nav']<=5)\\n+score=a['manual']+3*a['q'];dom=np.argmax(np.c_[a['d0'],a['d1'],a['d2'],a['d3']],1)\\n+baseq=[]\\n+for d in range(4):\\n+ ix=np.where(ok&(dom==d))[0];baseq.append(ix[np.argsort(-score[ix],kind='stable')].tolist())\\n+def make(name,chunks):\\n+ qs=[x.copy() for x in baseq];ptr=[0]*4;out=[]\\n+ while len(out)<50000 and any(ptr[d]<len(qs[d]) for d in range(4)):\\n+ for d in range(4):\\n+ got=0\\n+ while got<chunks[d] and ptr[d]<len(qs[d]):\\n+ ix=qs[d][ptr[d]];ptr[d]+=1;out.append(int(a['id'][ix]));got+=int(a['ntok'][ix])\\n+ json.dump(out,open(R+'/'+name+'.json','w'))\\n+make('wiki_mild',[320000,224000,224000,256000])\\n+make('wiki_strong',[384000,192000,192000,256000])\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"python experiments/bias_candidates.py\\nfor n in wiki_mild wiki_strong; do python pack_selection.py experiments/$n.json /tmp/$n.npy; done\\nfor n in wiki_mild wiki_strong; do python train_nano.py --train_npy /tmp/$n.npy --heldout_npy data/multi_dev.npy --out_json experiments/$n.result.json; done\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=52789encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:52789,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 125
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "125",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 7.3 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (5414 > 1024). Running this sequence through the model will result in indexing errors
SESSION_ID=52789encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:52789,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 126
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "126",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 16.0 seconds
Output:
packed 12000000 tokens from 50191 ids -> /tmp/wiki_mild.npy
Token indices sequence length is longer than the specified maximum sequence length for this model (5414 > 1024). Running this sequence through the model will result in indexing errors
SESSION_ID=52789encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:52789,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 127
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "127",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 15.0 seconds
Output:
packed 12000000 tokens from 50112 ids -> /tmp/wiki_strong.npy
SESSION_ID=52789encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:52789,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\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": 3000
}wait result
Script completed
Wall time 15.5 seconds
Output:
SESSION_ID=52789encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:52789,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 129
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "129",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 13.2 seconds
Output:
HELDOUT_PPL 382.899 loss 5.9478 train_s 56 /tmp/wiki_mild.npy
SESSION_ID=52789