Skip to content
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
282
duration
1h 15m
recorded
2026-08-04

run iddclm-nano-curation__69HmyDM

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

download JSON ↗
codexgpt-5.6-sol291 turns9 narration282 reasoning282 action282 observation1 final
#151
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "107",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 6.3 seconds
Output:
#152
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:95439,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 2.4 seconds
Output:
HELDOUT_PPL 310.437  loss 5.7380  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
#153
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"bash dev_eval.sh experiments/v3t130.json && bash dev_eval.sh experiments/v3w120t130.json && bash dev_eval.sh experiments/v3w140t130.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":12000});\ntext(r.output);\nif (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
SESSION_ID=24373
#154
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport pickle,json,numpy as np\\nz=pickle.load(open('scores.pkl','rb'));s=z['stats'];p=z['probs']; le=np.load('token_lengths.npy');a,pr,av,se,up,nav,rep,nw=s.T\\nvalid=(le>=100)&(le<=10000)&(a>.52)&(pr>.985)&(av>3.2)&(av<7.5)&(up<.20)\\nfor fn in ['v2w130t130']:\\n ss=json.load(open('experiments/'+fn+'.json'));tot=0\\n for k in range(4):\\n  arr=[]\\n  for d in ss:\\n   if p[d].argmax()==k:arr.append(d)\\n   if sum(le[x] for x in ss[:0])>1:pass\\n  # recompute prefix outside\\n pref=[];t=0\\n for d in ss:\\n  pref.append(d);t+=le[d]\\n  if t>=12e6:break\\n for k in range(4):\\n  x=np.array([d for d in pref if p[d].argmax()==k]);print(k,len(x),le[x].sum(),(~valid[x]).sum(),le[x][~valid[x]].sum())\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":4000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.9 seconds
Output:
0 2773 3387314 26 304875
1 2441 2607144 4 43067
2 3461 2605594 10 94803
3 2676 3400469 123 766071
#155
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:24373,chars:\"\",yield_time_ms:30000,max_output_tokens:12000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 111
Wall time 11.0 seconds
Output:
#156
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "111",
  "yield_time_ms": 30000,
  "max_tokens": 12000
}
wait result
Script completed
Wall time 14.7 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
packed 12000000 tokens from 170263 ids -> /tmp/dev_train.npy
#157
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:24373,chars:\"\",yield_time_ms:30000,max_output_tokens:12000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 112
Wall time 11.0 seconds
Output:
#158
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "112",
  "yield_time_ms": 30000,
  "max_tokens": 12000
}
wait result
Script completed
Wall time 9.4 seconds
Output:
#159
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:24373,chars:\"\",yield_time_ms:30000,max_output_tokens:12000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 113
Wall time 11.1 seconds
Output:
#160
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "113",
  "yield_time_ms": 30000,
  "max_tokens": 12000
}
wait result
Script completed
Wall time 12.3 seconds
Output:
HELDOUT_PPL 308.721  loss 5.7324  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
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
#161
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:24373,chars:\"\",yield_time_ms:30000,max_output_tokens:12000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 114
Wall time 11.0 seconds
Output:
#162
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "114",
  "yield_time_ms": 30000,
  "max_tokens": 12000
}
wait result
Script completed
Wall time 7.9 seconds
Output:
packed 12000000 tokens from 170263 ids -> /tmp/dev_train.npy
#163
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:24373,chars:\"\",yield_time_ms:30000,max_output_tokens:12000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 115
Wall time 11.1 seconds
Output:
#164
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "115",
  "yield_time_ms": 30000,
  "max_tokens": 12000
}
wait result
Script completed
Wall time 9.0 seconds
Output:
HELDOUT_PPL 309.072  loss 5.7336  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
#165
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:24373,chars:\"\",yield_time_ms:30000,max_output_tokens:12000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 116
Wall time 11.0 seconds
Output:
#166
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "116",
  "yield_time_ms": 30000,
  "max_tokens": 12000
}
wait result
Script completed
Wall time 13.7 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
packed 12000000 tokens from 170263 ids -> /tmp/dev_train.npy
#167
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:24373,chars:\"\",yield_time_ms:30000,max_output_tokens:12000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 117
Wall time 11.1 seconds
Output:
#168
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "117",
  "yield_time_ms": 30000,
  "max_tokens": 12000
}
wait result
Script completed
Wall time 2.1 seconds
Output:
#169
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:24373,chars:\"\",yield_time_ms:30000,max_output_tokens:12000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 2.9 seconds
Output:
HELDOUT_PPL 302.745  loss 5.7129  train_s 55  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
#170
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/make_exp.py\\n@@\\n         if mode=='v3_w140t130': weights=[1.40,1,1,1.30]\\n+        if mode=='v3_w160t130': weights=[1.60,1,1,1.30]\\n+        if mode=='v3_w180t130': weights=[1.80,1,1,1.30]\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\nconst r = await tools.exec_command({cmd:\"python make_exp.py v3_w160t130 experiments/v3w160t130.json && python make_exp.py v3_w180t130 experiments/v3w180t130.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000});\ntext(r.output);\nif (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
{}experiments/v3w160t130.json 170263
SESSION_ID=10927
#171
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:10927,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
experiments/v3w180t130.json 170263
#172
narration

The long/fragment rejection is beneficial: it removes roughly 1.2M tokens of oversized raw pages, code dumps, and malformed fragments. Combined with a Wikipedia-heavy/technical-heavy balance, the best candidate is now 302.7 perplexity—36.5% below random. I’m locating the mixture optimum and then will freeze the exact deterministic rule.

#173
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"bash dev_eval.sh experiments/v3w160t130.json && bash dev_eval.sh experiments/v3w180t130.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":10000});\ntext(r.output);\nif (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
SESSION_ID=88883
#174
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport pickle,json,numpy as np,random\\nz=pickle.load(open('scores.pkl','rb'));p=z['probs']; e=pickle.load(open('extra.pkl','rb'));le=np.load('token_lengths.npy');sel=json.load(open('experiments/v3w140t130.json'));tot=0;u=[]\\nfor d in sel:\\n if p[d].argmax()==0:u.append(d)\\n tot+=le[d]\\n if tot>=12e6:break\\nprint(len(u),sum(le[x] for x in u), 'wiki marker docs',sum(float(e[x,5])>0 for x in u),'tokens',sum(le[x] for x in u if float(e[x,5])>0))\\nrandom.seed(1);want=set(random.sample(u,25))\\nfor l in open('data/pool.jsonl'):\\n d=json.loads(l)\\n if d['id'] in want:print('\\\\n',d['id'],repr(d['text'][:350]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":12000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 3.8 seconds
Output:
3202 3575960 wiki marker docs 136 tokens 357947

 12853 'THIS OPINION HAS NO PRECEDENTIAL VALUE. IT SHOULD NOT BE CITED OR RELIED ON AS PRECEDENT IN ANY PROCEEDING EXCEPT AS PROVIDED BY RULE 239(d)(2), SCACR.\nTHE STATE OF SOUTH CAROLINA\nIn The Court of Appeals\nThe Milton P. Demetre Family Limited Partnership, Plaintiff,\nHarry Beckmann, III, Patricia P. Beckmann, Annie Ruth Hilton Crowley, Raymond Moody C'

 20282 'In the 14th century, the four or five trunk and chest makers who practised their craft in France made «chests, sideboards, bed bases, canteens, leather-coated woodwork of all kinds, bed trunks, trussing-bed cases, portmanteaus, cases, gun sheaths, and other leather craft objects».\nThe trade became regulated under the reign of Charles V, on June 25t'

 22201 'CHICAGO — Across the top, the grave marker at Oak Woods Cemetery reads BARNETT. Along the bottom, “Crusaders for Justice.” On the left, there is her name: Ida B. Wells, beside her husband’s.\nThis stone is the rare marker in Chicago that honors Wells, a hero in an unending battle against racial injustice who died in 1931. Born into slavery in Holly '

 23912 "In addition to the silent movie stars discussed by Hunter Hale in the lead story on this page, Utah has contributed other familiar Hollywood personalities.\nAnd while some will be familiar, others may come as a surprise.So, let's have a little fun with it, in the form of a playful quiz (with answers at the end of the column).\nTRUE OR FALSE?\n1. James"

 35816 'Synopsis: It is 1938. Hollywood star Anna May Wong has just returned to the US after a discouraging tour in China. Drinking herself into a stupor, Wong’s dreams transport her back to her time on the film set of “Daughter of the Dragon”, grappling with the constrictions placed upon her because of her race and sex. There, memories entwine with imagin'

 36827 ' Department of Defense announced today the stationing of two Army combat aviation brigades. The 16th Combat Aviation Brigade will be split-based and established at Joint Base Lewis-McChord, Wash., and Fort Wainwright, Alaska, using existing aviation units not currently assigned to a combat aviation brigade. A new brigade will be activated at Fort C'

 36927 "WASHINGTON - Sen. Larry Craig has raised just $4,645 since setting up a legal expense fund this spring to help pay the bills from his efforts to overturn his guilty plea to misdemeanor disorderly conduct.\nCraig, who was arrested during a 2007 sex sting in the Minneapolis-St. Paul Airport, continues to fight his guilty plea in Minnesota's higher cou"

 40619 ' in 2011 How to Train Your Dragon was cruelly robbed at the Academy Awards of the animation Oscar by the wonderfully sweet but gimmick-laden Toy Story 3, and Hollywood animation has yet to recover from it. (Actually Sylvain Chomet’s The Illusionist was better than the both of them, but that’s an argument for another time.) Which sublime character d'

 41107 '97 – 43rd – Arrived at Jamaica.\n1917 – 1/1st Buckinghamshire Battalion captured TOMBOIS FARM during the German retreat to the Hindenburg Line.\nCasualties – Officers Wounded – 5. ORs Killed - 18. ORs Wounded - 48\n1931 – 2nd Bn Oxf & Bucks LI – Bugle Cords taken into wear by the Buglers.\n1945 – 1st Bn Oxf & Bucks LI – North West Europe\nMoved forward '

 42884 '<|endoftext|>Ewolucja kobiecego piękna i siły oraz podobieństwa procesu twórczego i jego odmian.\nBorn in Poland, raised in Chicago, Balbinka Korzeniowska began her career by writing and directing “A Change of Heart”, a heart felt romantic comedy which won the CatDance Festival in 2014; and continued by creating emotionally and culturally engaging p'

 47268 ' Immediate ReleaseJune 27, 2017\nAbout 80 personnel called to wildfire; full containment expected by evening\n(JUNE 28 UPDATE BELOW)\nWoodacre, CA – The Marin County Fire Department spent June 27 fighting a wildfire in a remote area near Kent Lake, about two miles southwest of Woodacre. As of 3:30 p.m., it had burned 38 acres and was at 75 percent con'

 56471 '<|endoftext|>We have successfully demonstrated the enhanced luminous flux and lumen efficiency in white light-emitting diodes by the randomly textured phosphor structure. The textured phosphor structure was fabricated by a simple imprinting technique, which does not need an expensive dry-etching machine or a complex patterned definition. The textur'

 58673 'Day 1 – a frustrating start…\nDoes anybody else remember the episode of Postman Pat (the famous stop-motion animation children’s programme from the 1980’s) called Postman Pat’s Foggy Day? He spent the whole programme driving his little red van around Greendale in a pea souper, getting lost and having many little adventures.\nThe first day of the 2018'

 61921 'A powerful indictment of the evils of imperialism\nHeart of Darkness has been considered for most of this century as a literary classic, and also as a powerful indictment of the evils of imperialism. It reflects the savage repressions carried out in the Congo by the Belgians in one of the largest acts of genocide committed up to that time. Conrad’s '

 63980 '.<|endoftext|>Sunday’s Italian Grand Prix at Monza had the makings of a highly entertaining race after a jumbled up qualifying the previous day.\nLewis Hamilton may have been on pole position for the 11th time in 2015, but with the Ferrari duo of Kimi Raikkonen and Sebastian Vettel eager to impress from third and fourth place on the grid, it was far'

 74771 ' & Press\nInterview with Worst-Case co-Author Joshua Piven\nJoshua Piven, co-author of the 2019 edition of The Worst-Case Scenario Survival Handbook: Expert Advice for Extreme Situations, shares highlights from the updated guidebook.\n“#BTReads: The Worst-Case Scenario Survival Handbook”\nBudget Travel | April 25, 2019\n“The world looks a bit different '

 77800 " in night vision goggles rescue Japanese ambassador as forces storm Ivory Coast president's mansion\nFrench forces wearing night vision goggles rescued the Japanese ambassador from fierce fighting around the underground bunker of Ivory Coast's rogue president.\nRappelling from a helicopter, the troops also rescued seven others as forces stormed the g"

 78841 ' F.2d 907\nK-MART CORPORATION, Plaintiff, Appellee,\nORIENTAL PLAZA, INC., Defendant, Appellant.\nUnited States Court of Appeals,\nHeard March 2, 1989.\nDecided May 10, 1989.\nWalter H. Muniz with whom Gerardo A. Carlo, Carlo & Dubos, Old San Juan, P.R., Eldia M. Diaz Olmo and Rodriguez-Ramon, Pena & Diaz, Hato Rey, P.R., were on brief, for defendant, ap'

 91238 ' to Pakistan: Chaprot\nChaprot lies in a side valley off the Karakoram Highway between Gilgit and Hunza.\nA jeep running up the Karakoram Highway from Gilgit can jump across the Hunza River on this suspension bridge and head up the tributary valley where Chaprot lies.\nEn route; the day was chilly and wet.\nIn the village, a girl casts a wary eye.\nLate'

 93270 "|Occupation|| Gothel's servant (formerly)|\n|Voiced by||Kelly Sheridan|\n|Sisters-in-law|| Princess Katrina|\n|Barbie as Rapunzel|\nWhen Rapunzel was little, she was kidnapped by the evil witch; Gothel and placed in a castle, hidden in the deep forest behind the enchanted wall. She spent seventeen years in captivity, as a servant thinking Gothel had sa"

 97660 ' should be.)<|endoftext|>cloud piano by david bowen automatically plays with cloud shapes and movement\nwhat if real clouds had the potential to inform data and physical space? ‘cloud piano’ is an installation commissioned by l’assaut de la menuiserie in saint-etienne, france that plays the keys of a piano based on the movements and shapes of clouds'

 106460 ' (1849-1928)\na neglected Impressionist\nWas Albert Lebourg an Impressionist?\nLebourg is hardly mentioned in sources on Impressionism. And if so, he is just summoned as a partaker of the 4th and 5th exposition in 1879 + 1880. Lebourg had contacts with Impressionists like Boudin, Degas, Monet and Pissarro, but probably they were not very close. Being '

 110389 " of the Equinoxes\nThe precession of the equinoxes refers to the precession of Earth's axis of rotation with respect to inertial space. Hipparchus discovered that the positions of the equinoxes move westward along the ecliptic compared to the fixed stars on the celestial sphere. The exact dates of his life are not known, but astronomical observation"

 111669 '.<|endoftext|>Contact: Janine Kava, Press Office\nNew York State Division of Criminal Justice Services\n(518) 457-8906 or (518) 275-5508 – cell\nFor release: July 26, 2007\nPolice Officers Honored Posthumously with 2006 Governor’s Police Officer of the Year Award\nALBANY – Two police officers killed in the line of duty last year – New Hartford Police Of'

 170783 '\nSend\nCancel<|endoftext|>Military History Online - Subverting the Sultan: British Arms Shipments to the Arabs of Darfur, 1915-16\nMilitaryHistoryOnline.com Home Genealogy Forums Search Contact\nMHO Home\nMHO Home\nAncient\nMedieval\n17th Century\n18th Century\n19th Century\nAmerican Civil War\nWorld War I\nWorld War II\nKorea\nVietnam\n20th - 21st Century\nWrite '
#175
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/make_exp.py\\n@@\\n-        if mode.startswith(('v2','v3','v4')):\\n-            qual=qual3 if mode.startswith(('v3','v4')) else qual2\\n+        if mode.startswith(('v2','v3','v4','v5')):\\n+            qual=qual3 if mode.startswith(('v3','v4','v5')) else qual2\\n@@\\n-            if mode.startswith(('v2','v3','v4')):\\n+            if mode.startswith(('v2','v3','v4','v5')):\\n                 tb=(.12*np.log1p(tech[dk])+.12*np.log1p(html[dk])) if mode.startswith('v4') else (.05*np.log1p(tech[dk])+.025*np.log1p(html[dk]))\\n-                bonus=[.06*np.log1p(wiki[dk]),np.zeros(len(dk)),.04*np.log1p(news[dk]),tb][k]\\n+                wb=(.25 if mode.startswith('v5') else .06)*np.log1p(wiki[dk])\\n+                bonus=[wb,np.zeros(len(dk)),.04*np.log1p(news[dk]),tb][k]\\n@@\\n         if mode=='v4_w120t130': weights=[1.20,1,1,1.30]\\n+        if mode=='v5_w140t130': weights=[1.40,1,1,1.30]\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\nconst r = await tools.exec_command({cmd:\"python make_exp.py v5_w140t130 experiments/v5w140t130.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000});\ntext(r.output);\nif (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
{}experiments/v5w140t130.json 170263
SESSION_ID=88847