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\":78890,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}exec result
Script running with cell ID 69
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "69",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 16.5 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":78890,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}exec result
Script running with cell ID 70
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "70",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 16.5 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' | head; 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:
2759 python /workspace/submission/curate.py
3951
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":78890,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}exec result
Script running with cell ID 72
Wall time 11.1 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "72",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 16.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":78890,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}exec result
Script running with cell ID 73
Wall time 11.1 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "73",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 15.2 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"ps -p 2759 -o etime,%cpu,rss,stat || true; stat -c '%y' /workspace/submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.2 seconds
Output:
ELAPSED %CPU RSS STAT
03:15 96.0 6087724 Rsl
2026-08-03 23:45:18.769660436 +0000
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":78890,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.1 seconds
Output:
{
"documents": 7261,
"tokens_by_domain": {
"encyclopedic": 3450075,
"general": 3450736,
"news": 3450181,
"tech": 3455971
}
}
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"cp /workspace/submission/selection.json /tmp/selection3.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 1.3 seconds
Output:
SESSION_ID=17230encrypted 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/selection3.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])[:150])\\nprint('overlap2',len(set(s)&set(json.load(open('/tmp/selection2.json')))))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":7000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 5.7 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 enemy away f
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 regardless.
2 75919 9242 On a warm day in May, students from Joseph Gale Elementary hopped off the bus at the Forest Grove Community School's garden on the corner of Main Stre
3 32921 45747 Study protocol - Open Access Assessment of the effect of Schistosoma haematobium co infection on malaria parasites and immune responses in rural popu
4 32699 6081 double star system has been flipping between two alter egos, according to observations with NASA's Chandra X-ray Observatory and the National Science
5 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 college ba
6 68995 14695 ||This article includes a list of references, but its sources remain unclear because it has insufficient inline citations. (February 2011)| Quintus Fa
7 59847 8410 Sentencing Reform in Oregon: Implementation and System Impact, 1990-1999 (ICPSR 4087) Principal Investigator(s): Merritt, Nancy, Rutgers University;
8 40151 11678 ADHD in Adults: How to Recognize—and Treat ADHD in Adults: How to Recognize—and Treat In the past 15 years, there has been an increasing awareness of
9 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 experiences t
10 104117 4558 CNN) -- U.S. Secretary of Commerce John Bryson, under investigation for possible felony hit-and-run after allegedly causing two weekend car accidents
11 14973 19719 What is Obstructive Pulmonary Disease? The most common chronic lung disease, includes diseased characterized by increased resistance to airflow as a r
12 49772 8754 AccessMyLibrary provides FREE access to millions of articles from top publications available through your library. In recognition that diabetes mellit
13 48135 8103 WATCH: Full - P. Fitzgerald News Conference With time ticking away before Northwestern's 2011 season opener at Boston College Saturday, NUsports.com s
14 13886 17449 Wednesday, 10 December 2008, 07:52 S E C R E T KYIV 002414 DEPT FOR EUR/UMB EEB/ESC/IEC FOR SGALLOGLY AND LWRIGHT DOE FOR LEKIMOFF, CCALIENDO, RBOUDRE
15 42793 27887 What is the evidence on additional risk for people >65 with cardiovascular disease? In a nutshell COVID-19 is an infectious disease caused by SARS-CoV
16 94370 11550 Rabbits in Australia Rabbits in Australia are a serious mammalian pest and invasive species. Rabbits were introduced to Australia in the 18th century
17 555 5735 Tiers for talents Rather than limit talent choices by specialization, the new talent choices are based on specific options. For example, the first tal
18 6458 6957 For the new year, if you've been struggling with your weight, you might turn to a new diet for help with shedding pounds. So what will it be in 2018?
19 16006 50503 - Methodology article - Open Access Analysis of Alzheimer's disease severity across brain regions by topological analysis of gene co-expression networ
20 3786 6408 Quasars Quash Big Bang Assumption by Brian Thomas, M.S. * According to the most prominent naturalistic theory of origins, the universe began over 13 b
21 25486 5758 Saturday, May 17, 2008 There is an inherent risk with everything in life, especially when the stakes are high. But, the greater the risk, the greater
22 33197 32959 Pete Kotz By Michael Musto By Michael Musto By Capt. James Van Thach told to Jonathan Wei By Kera Bolonik By Michael Musto By Nick Pinto By Steve Wei
23 90990 6562 Weather directly affects our lives. For example, snowfall, heavy rain, and high winds significantly impact outdoor activities, such as hiking or campi
24 7497 36939 Mali, with a population of approximately 12 million, is a constitutional democracy that continued to implement a decentralized form of government. Int
25 110083 7972 hero origins are traditionally moronic. Daredevil was hit by a radioactive truck, Black Condor learned to fly by trying until it worked and Batman was
26 46833 4387 <|endoftext|>Russian oligarch Boris Berezovsky was not killed by chemical or radioactive material, British police said today, but still calling the 67
27 50989 15035 .<|endoftext|>Acupuncture Aberdeen Scotland (AB10): If you've been going through conventional medical treatments and they've failed to give you relief
28 57380 5158 <|endoftext|>Testosterone is a steroid hormone from the androgen group. In mammals, testosterone is primarily secreted in the testes of males and the
29 67328 6004 If these aren't outright perilous times for American movies, they are a little worrying, especially if you're an Oscar voter. How on earth does anyone
30 51528 4847 All those injured are in good condition and/or have been released, a hospital official says - Firefighters responding to a medical call are taken hos
31 26384 44053 percussions of Complex Adaptive Systems on Product Design Management, Technovation Abstract: Product design management is becoming an increasingly imp
32 6604 6800 The program will be composed by regular sessions. Furthermore, plenary lectures will be given by well-known scientists in the field of Interactive Rob
33 16923 13338 Greetings, friends! I'm proud to announce my first line of specialty stamps available here in the post-apocalypse! It's a set of drawings of refrigera
34 103736 19938 a series on| |Category Portal WikiProject| |Repentance in Judaism Teshuva |Repentance, atonement and higher ascent in Judaism |In the Hebrew Bible| |
35 48986 39312 <|endoftext|>|Marco M Picchioni and Robin Murray (2008), Scholarpedia, 3(4):4132.||doi:10.4249/scholarpedia.4132||revision #90760 [link to/cite this a
36 69223 8733 was published in Australian Dictionary of Biography, Volume 7, (MUP), 1979 Llewelyn David Bevan (1842-1918), Congregational minister, was born on 11
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 candle lit
38 63879 12604 18 June 2018 video from the USA says about itself: Footage shows migrant families being held in large cages as Donald Trump’s zero-tolerance immigrat
39 21638 8090 BY HEIDI BIGGAR EMC delivers Auto IS components An informal poll at the recent Storage Networking World show confirms what end users have long been te
overlap2 5419
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":17230,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}exec result
Script running with cell ID 78
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "78",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 16.0 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 7261 ids -> /tmp/dev_train.npy
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":17230,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}exec result
Script running with cell ID 79
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "79",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 6.3 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":17230,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 10.8 seconds
Output:
HELDOUT_PPL 396.022 loss 5.9815 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.exec_command({\"cmd\":\"python - <<'PY'\\nimport re,json,math,collections,numpy as np\\nfrom transformers import AutoTokenizer\\nW=re.compile(r\\\"[A-Za-z]+(?:'[A-Za-z]+)?\\\");t=collections.Counter(W.findall(AutoTokenizer.from_pretrained('gpt2',local_files_only=True).decode(np.load('/workspace/data/multi_dev.npy')).lower()));p=collections.Counter()\\nfor j,l in enumerate(open('/workspace/data/pool.jsonl')):\\n if j%20==0:p.update(W.findall(json.loads(l)['text'].lower()))\\nT=sum(t.values());P=sum(p.values()); z=[]\\nfor w,c in t.items():\\n if c>=300:\\n lo=math.log((c+2)/(T+2))-math.log((p[w]+2)/(P+2));z.append((lo,w,c,p[w]))\\nprint(sorted(z,reverse=True)[:120])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":8000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 9.7 seconds
Output:
[(7.5276256578159595, 'noreferrer', 417, 0), (7.206782439300044, 'markram', 302, 0), (5.992733982985366, 'nofollow', 314, 5), (4.541056862602623, 'gt', 1108, 103), (4.405370554742199, 'lt', 1041, 111), (4.319501873973552, 'rel', 430, 49), (3.0816029573009356, 'href', 477, 193), (2.8999851388424425, 'code', 3169, 1546), (2.8800571204112506, 'pre', 1498, 745), (2.855914190604657, 'li', 588, 299), (2.7160578411922502, 'p', 6534, 3833), (2.568394893375017, 'bush', 345, 234), (1.8447699304141905, 'ball', 428, 601), (1.6765405878164623, 'strong', 447, 743), (1.6755689161139928, 'india', 629, 1046), (1.5922334071767592, 'indian', 306, 554), (1.3486761396339162, 'endoftext', 2704, 6230), (1.268873630983582, 'outside', 352, 881), (1.2688235768625518, 'file', 360, 901), (1.1859417161152672, 'http', 636, 1727), (1.1547224394933115, 'said', 1934, 5411), (1.119205894891885, 'length', 474, 1377), (1.0771275579890416, 'later', 369, 1119), (1.0736794506736418, 'war', 373, 1135), (0.9808126072179437, 'off', 1114, 3711), (0.9620445994258224, 'president', 321, 1093), (0.9130701121434281, 'against', 471, 1682), (0.8880013655099948, 'film', 393, 1440), (0.8618954228302282, 'run', 354, 1332), (0.8501955727075954, 'his', 2432, 9226), (0.8033943231383676, 'he', 2881, 11452), (0.7803743433229471, 'class', 441, 1799), (0.7519781064870399, 'four', 365, 1533), (0.7416188700298125, 'several', 312, 1325), (0.7352503206280163, 'were', 1523, 6484), (0.7286436481990073, 'during', 549, 2357), (0.725989990119924, 'government', 408, 1758), (0.7251467410350854, 'was', 4652, 19993), (0.723402223406624, 'had', 1522, 6557), (0.6944297427540631, 'him', 651, 2891), (0.6914764257807375, 'following', 325, 1451), (0.6896462372093399, 'her', 1340, 5972), (0.6653159691210355, 'however', 431, 1973), (0.6252618837162158, 'around', 624, 2970), (0.6231277911213837, 'north', 353, 1687), (0.6212117688928824, 'end', 487, 2329), (0.6126847191729485, 'line', 466, 2248), (0.6117321044623969, 'between', 552, 2664), (0.6090320479987641, 'after', 1137, 5494), (0.5989300390097867, 'while', 690, 3371), (0.5836309628634124, 'which', 1817, 9001), (0.579805912544952, 'second', 346, 1727), (0.559512199899542, 'two', 966, 4906), (0.5535079044493108, 'she', 1020, 5211), (0.5329366724714317, 'its', 1057, 5512), (0.5211807864343205, 'per', 311, 1647), (0.497403967309622, 'states', 327, 1773), (0.49260300233128174, 'has', 2178, 11816), (0.489136449066776, 'using', 539, 2941), (0.4838395586190032, 'both', 463, 2541), (0.4651929319431023, 'under', 444, 2483), (0.4612880585924728, "don't", 308, 1732), (0.4607854197279062, 'would', 1207, 6764), (0.43671583573597594, "it's", 417, 2400), (0.41530022544268963, 'since', 403, 2370), (0.4120006793461224, 'game', 434, 2560), (0.4063764285602405, 'also', 1376, 8141), (0.4010786558848416, 'into', 942, 5606), (0.398587195675292, 'another', 380, 2273), (0.39662665982499146, 'been', 1156, 6908), (0.39500477369082443, 'then', 733, 4391), (0.3855984006806281, 'the', 39990, 241284), (0.379383895787635, 'called', 308, 1880), (0.3721316913139674, 'as', 4366, 26709), (0.3700970962603831, 'who', 1291, 7921), (0.3606799511903134, 'first', 1011, 6264), (0.35691351942439464, 'it', 5665, 35184), (0.35168192530377773, 'could', 586, 3668), (0.35063058030881145, 'where', 643, 4028), (0.3500637482478801, 'but', 2335, 14608), (0.34866145424954453, 'being', 528, 3316), (0.34669068665487845, 'three', 405, 2551), (0.3440800198363725, 'public', 375, 2369), (0.3343499002027963, 'same', 403, 2570), (0.3324132508334632, 'that', 6801, 43285), (0.3286971955114062, 'before', 536, 3434), (0.32816520865509347, 'through', 639, 4094), (0.32115191428863366, 'set', 421, 2720), (0.3070841462188225, 'something', 323, 2119), (0.28905065588078926, 'in', 13389, 88980), (0.2833529792524834, 'state', 512, 3433), (0.2683916175330223, 'an', 2415, 16394), (0.26314844804718174, 'down', 413, 2828), (0.26089953164310486, 'from', 3082, 21076), (0.25217983299971714, 'on', 5893, 40641), (0.24140324637433608, 'does', 355, 2486), (0.23568600207472912, 'including', 326, 2297), (0.2355351049019898, 'over', 782, 5494), (0.2331529930912879, 'such', 518, 3652), (0.21622977795002463, 'when', 1285, 9196), (0.21062684089963923, 's', 3816, 27438), (0.20778998282942673, 'than', 779, 5627), (0.20583478707746927, 'want', 481, 3486), (0.20250559332728457, 'system', 397, 2889), (0.19819379985747165, 'there', 1233, 8985), (0.19788760766395574, 'to', 18196, 132464), (0.1915137509996252, 'a', 15623, 114462), (0.19053697044601137, 'year', 695, 5109), (0.1848997774597665, 'one', 1625, 11996), (0.18464240917316754, 'by', 3520, 25977), (0.18403589682131916, 'did', 350, 2596), (0.1831439535403936, 'number', 375, 2783), (0.18238049961672154, 'back', 675, 5003), (0.1817290907234037, 'still', 350, 2602), (0.16637749504311383, 'some', 984, 7405), (0.15657020208788008, 'way', 549, 4178), (0.15544334154106387, 'of', 16144, 122623), (0.15427962517014393, 'they', 1552, 11814), (0.15271816994980547, 'only', 760, 5801), (0.14367059031029594, 'not', 2364, 18180)]
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/submission/curate.py\\n@@\\n- q -= 9.0 * f[\\\"noise\\\"]\\n+ q -= 15.0 * f[\\\"noise\\\"]\\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 /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=67942encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json,re,hashlib,collections\\ns=set(json.load(open('/tmp/selection3.json'))); H=collections.defaultdict(list)\\nfor l in open('/workspace/data/pool.jsonl'):\\n d=json.loads(l)\\n if d['id'] in s:\\n x=re.sub(r'\\\\W+',' ',d['text'].lower()).strip();H[hashlib.sha1(x.encode()).digest()].append(d['id'])\\ng=[x for x in H.values() if len(x)>1];print(len(g),sum(map(len,g)),g[:20])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 7.9 seconds
Output:
79 158 [[114743, 137399], [115090, 137746], [115156, 137812], [115212, 137868], [115359, 138015], [115470, 138126], [115525, 138181], [115534, 138190], [115678, 138334], [115750, 138406], [116209, 138865], [116362, 139018], [116374, 139030], [116535, 139191], [116570, 139226], [116923, 139579], [116948, 139604], [116973, 139629], [117118, 139774], [117187, 139843]]
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json\\nids={114743,137399};d={}\\nfor l in open('/workspace/data/pool.jsonl'):\\n x=json.loads(l)\\n if x['id'] in ids:d[x['id']]=x['text']\\nprint(d[114743]==d[137399],len(d[114743]),len(d[137399]),repr(d[114743][:50]),repr(d[137399][:50]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 4.3 seconds
Output:
True 6981 6981 'verting Modules from Apache 1.3 to Apache 2.0 - Ap' 'verting Modules from Apache 1.3 to Apache 2.0 - Ap'
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({\"session_id\":67942,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}exec result
Script running with cell ID 86
Wall time 11.1 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "86",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 7.8 seconds
Output: