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
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 ↗
codexgpt-5.6-sol292 turns12 narration280 reasoning280 action280 observation1 final
#51
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('/workspace/submission/selection.json')); need=set(sel[:80]+[sel[i] for i in range(0,len(sel),500)])\\nD={}\\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(sel[:80]):\\n print(f'{j:3} {i:6} {len(D[i]):6}',re.sub(r'\\\\s+',' ',D[i])[:180])\\nprint('TAIL STEPS')\\nfor j in range(0,len(sel),500):\\n i=sel[j];print(j,i,len(D[i]),re.sub(r'\\\\s+',' ',D[i])[:180])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":22000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 3.0 seconds
Output:
  0  80177  11108 Welcome to www.fauvetta.net Web Hosting - All About Domain Names "What's in a name?" Shakespeare asks in Romeo and Juliet. In the case of your web site the answer is: quite a lot. 
  1   8972   7423 Best bulking cycle beginners, best steroids cycle for huge size Best bulking cycle beginners Dianabol (Methandrostenolone) This steroid is considered the best when it comes to bulk
  2 105613  16519 ary Mosher, director of the Strongbridge Montessori School in McKinleyville, tried to explain to her students the bind their school is in. The building she's been operating out of 
  3  86221   7192 Intel, Microsoft Collaborate With Universities on Parallel Computing Initiative - By David Nagel - March 18, 2008 For Microsoft and Intel, the computing universe is going parallel.
  4  61359   5931  Portable<|endoftext|>If you need help using Murphy web registration, please call (651) 962-6230. Instructions for using Murphy online are available by clicking here. The registrat
  5 111129  13743  Tether<|endoftext|>As "The Crowd" begins, a boy is born in an anonymous town on July 4th. His proud father says, "There's a little man the world is going to hear from all right, d
  6   2679   5193 Anthony Weiner admits to more lewd messages Anthony Weiner, the disgraced former congressman who polls suggest is a leading candidate for mayor of New York, admitted Tuesday that h
  7  95890   9865 .<|endoftext|>"Doveriai no proveriai." (Trust but verify.) - Russian proverb, as quoted by Ronald Reagan Even as content becomes a public good, content creators (or at least the pu
  8  53855  12962 This regulation is currently under review as a result of the passage of Fla. Stat. s. 1004.097, the campus Free Expression Act. Any portions of the regulation which are in conflict
  9  80242   5951 View Full Version : Fernie 14th September 2004, 16:27 Bulk Carrier Fernie departing Rotterdam in Hain-Nourse colours before being merged into P&O Bulk Shipping Division. Built 1967
 10   9565  26727 Fox & Friends Hosts Parade Of GOP Officials Ahead Of Default Crisis Talks As negotiations over the default crisis continue, over the past two days Fox & Friends has hosted a parade
 11  69106   7013 iological tissue by definition is tied to cellularity. To start this post, it might be useful to include important definitions: A definition from wikipedia: Tissue is a cellular or
 12  49958   5477 Ronald Mickens -- Research Physicist and Mathematician A leading authority on oscillations (repetitive, vibrating motions that occur in cycles) and in developing mathematical model
 13  21414   5170 'Weak and flabby' Japan must go back to basics to overcome territorial violations To let the world see weakness is to invite overt public insult, and the deep discomfort that bring
 14  85385   9875  did you do on your 21st birthday? Clayton Kershaw pitched five scoreless innings versus the Rockies on Thursday and also hit a solo home run to lead Los Angeles to a 3-2 Cactus Le
 15  47076   7327 <|endoftext|>All too often, I see researchers carefully defining presentation times of stimuli in milliseconds, but programming a script that fails to deliver these exact timings. 
 16  36746   9313  blog by Matt Ellerbeck, founder of Save the Salamanders Although they are rarely given much thought, and often overlooked when they are, salamanders are in a terrible crisis. Arou
 17  77053   5373 <|endoftext|>February 15, 2010 Fantagraphics Associate Publisher Eric Reynolds On Brian Hibbs' Analysis Of Bookscan Numbers, 2009 By Eric Reynolds Regarding Brian Hibbs ' annual "B
 18 104228  19519 D. Grave & Son of New Haven, Connecticut, is behind the Muniemaker cigar brand. From the Print Edition: Fidel Castro, Summer 94 Dorothy Grave Hoyt is something of an oddity in an i
 19  89721   8976 It's always kind of nice to go back to the basics. I've always enjoyed re-reading basic programming practices and patterns. I tend to forget the things I don't use on a daily basis
 20  46575  11001 <|endoftext|>Hydrogen Fuel Cell: another view Global Economy Slowly Cuts Use of Fuels Rich in Carbon by William K. Stevens New York Times, Oct. 30, 1999 Even as the world's expandi
 21  74053   4672 March 10, 2005 I'm Kureyon Your Love With Me I'm Kureyon Your Love With Me West Virginia down to Tennessee And I'm movin' with the Good Lord's Speed Kureyon your love with meeee...
 22   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? Weight Watchers? Paleo? Jenny 
 23  31771  19300 Samsung Exynos 5250 appears on mysterious Samsung device at benchmark site mysterious Samsung Android device that recently was spotted at GL Benchmark with the Exynos 5250 doing th
 24   2095   3866 E1310, E1320 For Research Use Only. Not for Use in Diagnostic Procedures. Patents - Disclaimers BY USE OF THIS PRODUCT, RESEARCHER AGREES TO BE BOUND BY THE TERMS OF THIS LIMITED U
 25  75141   8226 .<|endoftext|>Making a choice about when to move into a dementia care home can be a challenging, frustrating and frightening prospect for many older people. Opening our care home u
 26  91412  12499 <|endoftext|>People who are, for example, 13 may not remember this because they're really too young too. But the US government hid behind the (earlier) pose of 'we don't do body co
 27  53758  19778 <|endoftext|>In the almost forgotten era of the 1950's Mad Men of Madison Avenue, the art of marketing was enhanced and augmented by the inspiration of a few cocktails and long lun
 28 110031   5403  Writing Success When you begin to write your project description for the Presidential Scholarship, you will already have substantial background in your subject and you may already
 29  62047   5653 .<|endoftext|>The Evanishen 2006 Box 234, Summerland, BC, Canada, V0H 1Z0, Phone 250-494-3205 Web Site: http://www.ethnic.bc.ca Composed by Danny and Jean Evanishen in December 200
 30  69938  29327 Fifty people were killed and 53 injured after a gunman opened fire at the Pulse gay nightclub in the early hours of Sunday morning. By Sunday afternoon, the city of Orlando, Florid
 31  26860   7008 Discussion in 'NOD32 version 2 Forum' started by ronjor, Jan 14, 2010. ESET will begin phasing out support for ESET NOD32 Antivirus 2.7. On February 1, 2010 NOD32 Antivirus 2.7 sof
 32   1134   7370 Most health research publications may seem like legitimate science; filled with experiment design descriptions, esoteric terms and a statistic here and there. However, with the rec
 33  43196   7417 OK for kids 13+ Spielberg's sweeping horse drama is beautiful but intense. What Parents Need to Know Parents need to know that Steven Spielberg's adaptation of the English children
 34  21933  34562 What to expect - See a variety of teams compete for the title of the funniest, most entertaining improv group - Enjoy the hilarity that ensues when you have groups battle it out to
 35  66094  13311  war for developer talent is hotter than ever. Whether you're trying to build mobile apps, redesign the user experience on your public website, or keep business-critical applicatio
 36  48269   4426 .<|endoftext|>Release Date: June 10, 2011 BUFFALO, N.Y. -- Every time you are admitted to a hospital, you place your life in the hands of health care professionals. You trust them 
 37  66089   6940  Gloucester's castle Good dawning to thee, friend: art of this house? Where may we set our horses? Prithee, if thou lovest me, tell me. Why, then, I care not for thee. If I had the
 38  71485   6435 Altice CEO Patrick Drahi is already talking about the cuts he intends to make at Cablevision the company he just sealed the deal to acquire last week. Making cutbacks to companies 
 39  88404   6380 Sometimes engagements are scoped in a manner that result in a very small attack surface. This is frequently the case with small external engagements that do not allow authenticated
 40 110161   7027 Artifacts are an important part of most collections in the Russell Library. Ranging from artwork inspired by the Watergate investigation and a selection of wood and metal plaques f
 41  66038   6919  then, lo and behold, we'll have baseball. Actual, real baseball. Before that happens, I tackled more of your lingering Angels questions with the final offseason Inbox. Here goes .
 42  58111   8186 RACUSE, N.Y. (AP) -- Syracuse men's basketball coach Jim Boeheim said Tuesday that "what happened on my watch" will be revealed once police complete their inquiry into child molest
 43  61078   5397  Smartphone Ambitions Taking Shape Though Amazon hasn't confirmed plans it intends to get into the smartphone business, rumors have been pointing in that direction, and there are p
 44  77047  21812 <|endoftext|>Should vice-chancellors seek donations from others if they haven't dipped into their own pockets? By Erica Cervini. How would you spend £100,000 ($A180,000)? This was 
 45  42054   4766 Confidence Runs High at Atlanta after Final Practice Sessions for Robby Gordon and No. 7 Harrah's Chevrolet ATLANTA, Ga., March 18, 2006 -- After the final NASCAR Nextel Cup Series
 46  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 hostage inside a Georgia home - T
 47  26990   6862 <|endoftext|>Here is a question that has come up again and again in recent years: Question: How can I avoid re-starting Revit after every change to my add-in code? It is very time 
 48  15214   5697 LARS SJOBERG dates his obsession with old Swedish houses to 1951, when, at age 10, his mother gave him a book from his grandfather's library on manors and villas from centuries pas
 49  92440   9882 ktoman's blog is a source of frequent amusement. I have an affinity for Duncan (Aktoman) as I probably copied his idea of naming his blogging identity after a tent. I therefore fee
 50  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, RBOUDREAU USDOC FOR 4231/ITA/OEENIS/N
 51   3868  24334 Are there any particular incidents which are responsible for the low reputation Microsoft (and Bill Gates) has in the eyes of the open source community? Microsoft is clearly not th
 52  29859  11427 30 September 2010 | EN | ES Flickr/US Army Africa T.V. Padma shows you how to separate real progress from hype and challenge poor practice when you're reporting on the conduct and 
 53  45094   8685 <|endoftext|>Wednesday, 23 January 2013 Silent Hill (PSX) So today I'm finally getting around to another requested game: the original Silent Hill on the original PlayStation, one o
 54  86771   5882  Credibility Sinks to New Low: Blame the Internet? A Pew Research Center study indicates that Americans' trust of the media is the lowest it's been since at least 1985, the first y
 55  45088   9587 I would check the adb application (Android Debug Bridge), as this is how Flash Pro talks to the physical devices. At the command line, navigate to wherever adb lives (usually the A
 56  20196   5670 Confused write me an essay material or family they international Chosen and with two the. For of: were; and the or called they one to essay, study in. Professional each is, with gi
 57  41557  11584 veda • Control Paste • Styling Products |Would buy this product again.||81%| Age: 19-24 Skin: Combination, Fair-Medium, Warm Hair: Brunette, Wavy, Medium Eyes: Blue I bought this t
 58  64717   7170 .<|endoftext|>PAR & PAR2 Files PAR/PAR2 files, or Parity files, are God's gift to the newsgroups. They are the answer to the problem of missing or damaged files in an archive. [PAR
 59  47047  15704 Agree, seems like there is support for Flex and Flash Builder but no love for the Flash CS5.5 I bought in May mainly for the "Mobile workflow". I would also like to know how to use
 60  51844   5461 How Hereditary Can Intelligence Be? Studies Show Nurture at Least as Important as Nature Researchers have long overestimated the role our genes play in determining intelligence. As
 61  43601   6447 ITE A REVIEW 63% would repurchase Package Quality: 3.8 Filter by skin/hair/eye Filter by age on 9/29/2015 7:47:00 PM More reviews by musicismyboyfriend Skin: Combination, Fair, Not
 62 108531   7067  information on Twitter: @lostsymbol This recent news item suggests that the title of DB's next book will *not* be The Solomon Key. The news is based on a discussion a (different) 
 63  41703  17214 , I'm still in a daze. Atlanta LinuxFest (ALF) was an incredible event. It was held at the IBM facility in Atlanta on Saturday. Wow, I'm still in a daze. Atlanta LinuxFest (ALF) wa
 64  31743  36561 Bill C-37: An Act to amend the Citizenship Act Law and Government Division 9 January 2008 Revised 20 February 2014 PDF (125 Kb, 17 pages) - Groups of Lost Canadians - A. People Nat
 65  81903  11022 <|endoftext|>Two emotional specials where an extraordinary and inspirational mom and dad are rewarded with the day of their dreams. Mom's Dream Day / Dad's Dream Day (2 x 44 minute
 66  80473  23688 <|endoftext|>What First Amednment? Proselytizing and Christians in the US Military By Lee Russ Wednesday, September 12, 2007 at 07:38 PM You may be under the impression that our co
 67  21785  25904 Search for a Electrolysis ( Advanced Cosmetic Procedures ) clinic in your local area. Advanced Cosmetic Procedures (ACP) is a new name for `Advanced Electrolysis`. ACP uses either 
 68  44361   5450 <|endoftext|>What to consider when creating an OER When creating an Open Education Resource (OER) it’s helpful to keep in mind who the audience is and what the purpose is of your O
 69  94738   4936 /02/06 7:30 PM ET Bay, Sanchez tabbed as NL All-Stars Outfielder earns starting role; infielder tops among write-ins By Ed Eagle / MLB.com The Bucs left fielder and third baseman a
 70 178805   8802  Newsletters Log in Sign up for free Design and share beautiful newsletters just like this one! Spread the word with an online newsletter. They're easy to make and impossible to me
 71  14651   9107 This month's statement came with a small box that stated the following: GPS Navigation Removal from Data Plans On 10/1/13, GPS services, Sprint Navigation and Telenav GPS Navigator
 72  48637  12681 <|endoftext|>[A short biography] FRANKLIN, Benjamin, (uncle of Franklin Davenport), a Delegate from Pennsylvania; born in Boston, Mass., January 17, 1706; attended the Boston Gramm
 73 161744   5300 ator Girlfriend<|endoftext|>Soul Food Time- The Little Outdoorsman Blog - Soul Food Time Soul Food Time Home Faith My Soul Food Table Little Outdoorsman That's a Lotta Sand Out The
 74  67688   7225  in the Algerian desert, special forces lay in wait, encircling a vast gas facility where dozens of foreign workers and hundreds of Algerians had been held captive for more than 24
 75  11034   4976 Join Microsoft Technical Evangelists for upcoming app mashup webcasts designed to walk you through start to finish for your Windows 8 app in one hour. Going to conferences is a gre
 76  75584   6386  StartedEdit This Page From FamilySearch Wiki First things first, know the basic history (who, where, when, why) of the relative who left England. The English immigrated everywhere
 77  71125   4987 IVERMORE -- Local resident Liz Hendrix found her calling early in life. "I was horse-crazy for as long as I can remember," said Hendrix, who grew up in Lexington, Mass. "Nobody in 
 78  59282  19175 <|endoftext|>Sustainability & CSR Onshore's second wind? Onshore wind energy has received little attention in recent years but with no end in sight to the chronic shortage of green
 79 103743   4996  see a qualitative difference between someone having the option to obtain an education and find meaningful work in something they enjoy versus having to work two or three terrible 
TAIL STEPS
0 80177 11108 Welcome to www.fauvetta.net Web Hosting - All About Domain Names "What's in a name?" Shakespeare asks in Romeo and Juliet. In the case of your web site the answer is: quite a lot. 
500 96837 6380 -8224<|endoftext|>Sabbatical leave is governed by Article 33 of the UA CBA for represented faculty, and UO policy II.03.05 for unrepresented faculty. Sabbatical leave is granted to
1000 18027 15710 National Archive of Criminal Justice Data This dataset is maintained and distributed by the National Archive of Criminal Justice Data (NACJD), the criminal justice archive within I
1500 45981 20010 <|endoftext|>The simple origin, however, did not prevent Andrei Snesarev from revealing his talents as a scientist, teacher and military leader. After the parochial school in which
2000 11606 16291 One way is to put together a list of innovations that can potentially have a major impact in personal and business life for facets of life on this planet, to look at what has happe
2500 60663 7982 pert CritiqueFROM THE ASCO Reading Room We learned from this initial trial that a major factor for complete response was survival of these TILs for at least 1 month. Subsequently, 
3000 18423 5075 Stop by the Davis Family Library atrium this month to browse our book display featuring literature and research in Ethnic Studies, Gender, Sexuality, and Feminist Studies, and Disa
3500 84943 4608  Facts Grand Lodge of Minnesota, A.F & A.M. Freemasonry is the world's oldest and the largest fraternal order, with some 2.5 million members worldwide. Its members are men from all
4000 32231 2707 <|endoftext|>A new study as reported at Alzheimer’s & Dementia Weekly seems to suggest at least in preliminary research that being overweight and even obese might help prevent deme
4500 67277 7700  Dance classes & workshops in Sheffield, UK. Weekly classes; **on Hold during UK Lockdown** Class location; The Kettle Club Gym 90 Harwood Street, S2 4SE Sheffield Every Monday 7.0
5000 87044 6824  19th 2010 re: 10/H0206/32 SMILE – Specialist Medical Intervention & Lightning Evaluation The most frustrating thing about reading the research documents is that I still do not kno
5500 55018 2797 Herb Customer Reviews Savings of: $21.78 (38% off) Sorry, this product is no longer in stock. This contains BioResponse DIM Posted by Reviewer2906629 on Jun 11, 2009 Not all DIM is
6000 11431 4779 At Collins Oral & Facial Surgery in Conway, AR, our mission is to ensure that our patients receive the highest quality care and results from treatment. We use the most advanced pra
6500 71473 8459  Obscura: Fragmented from Light-Pollution -“We are all in the gutter, but some of us are looking at the stars.” –Oscar Wilde My neck is bent, and I look directly up from the car’s 
#52
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"bash /workspace/dev_eval.sh /workspace/submission/selection.json\",\"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=87688
#53
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":87688,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 35
Wall time 11.1 seconds
Output:
#54
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "35",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 11.0 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (2269 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 6552 ids -> /tmp/dev_train.npy
#55
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":87688,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 36
Wall time 11.1 seconds
Output:
#56
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "36",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 16.5 seconds
Output:
#57
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":87688,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 37
Wall time 11.0 seconds
Output:
#58
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "37",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 3.6 seconds
Output:
HELDOUT_PPL 434.886  loss 6.0751  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
#59
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json,random\\nx=list(range(182016));random.Random(1337).shuffle(x);json.dump(x,open('/tmp/random.json','w'))\\nPY\\nbash /workspace/dev_eval.sh /tmp/random.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=78002
#60
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\ntry:\\n import sklearn; print('sklearn',sklearn.__version__)\\nexcept Exception as e:print(e)\\nPY\\ncat /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:
No module named 'sklearn'
4585
#61
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":78002,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 40
Wall time 11.1 seconds
Output:
#62
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "40",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
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 (2126 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 182016 ids -> /tmp/dev_train.npy
#63
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":78002,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 41
Wall time 11.0 seconds
Output:
#64
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "41",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 10.0 seconds
Output:
HELDOUT_PPL 476.714  loss 6.1669  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
#65
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json,re,math,collections,numpy as np\\nfrom transformers import AutoTokenizer\\nW=re.compile(r\\\"[A-Za-z]+(?:'[A-Za-z]+)?\\\")\\ntok=AutoTokenizer.from_pretrained('gpt2',local_files_only=True); x=np.load('/workspace/data/multi_dev.npy'); s=tok.decode(x)\\nt=collections.Counter(W.findall(s.lower())); p=collections.Counter(); nd=0\\nfor j,l in enumerate(open('/workspace/data/pool.jsonl')):\\n if j%20==0:\\n  d=json.loads(l); p.update(W.findall(d['text'].lower()));nd+=1\\nT=sum(t.values());P=sum(p.values()); V=set(w for w,c in t.most_common(3000))|set(w for w,c in p.most_common(3000));V.discard('endoftext')\\na=.5\\nsc={w:max(-3,min(3,math.log((t[w]+a)/(T+a*len(V)))-math.log((p[w]+a)/(P+a*len(V))))) for w in V}\\nprint(T,P,len(V))\\nprint('POS',sorted(sc.items(),key=lambda z:-z[1])[:100])\\nprint('NEG',sorted(sc.items(),key=lambda z:z[1])[:100])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":10000});\ntext(r.output); if (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}
exec result
Script completed
Wall time 9.2 seconds
Output:
675037 5988954 3881
POS [('heisman', 3), ('rahman', 3), ('nofollow', 3), ('holloway', 3), ('samarawickrama', 3), ('plessis', 3), ('aiden', 3), ('orton', 3), ('autobiographies', 3), ('flicks', 3), ('stricklett', 3), ('genderqueer', 3), ('farang', 3), ('cnt', 3), ('sloot', 3), ('tmp', 3), ('batsman', 3), ('elgar', 3), ('gilligan', 3), ('datepart', 3), ('msdn', 3), ('gauss', 3), ('const', 3), ('macron', 3), ('flanders', 3), ('gorakhpur', 3), ('flatter', 3), ('koreans', 3), ('gt', 3), ('grs', 3), ('nrx', 3), ('sarkar', 3), ('brathwaite', 3), ('lecrae', 3), ('rok', 3), ('knowles', 3), ('titanfall', 3), ('jupiter', 3), ('jvm', 3), ('baird', 3), ('meld', 3), ('stackoverflow', 3), ('daenerys', 3), ('pok', 3), ('pompey', 3), ('dearcatcallers', 3), ('faf', 3), ('linq', 3), ('angelou', 3), ('battersea', 3), ('azalea', 3), ('lt', 3), ('perl', 3), ('hawkes', 3), ('narendra', 3), ('airborne', 3), ('tintin', 3), ('wicket', 3), ('riaz', 3), ('astley', 3), ('abbas', 3), ('battalion', 3), ('marrash', 3), ('openid', 3), ('xsl', 3), ('sabha', 3), ('karunaratne', 3), ('amir', 3), ('beyonc', 3), ('noreferrer', 3), ('hossain', 3), ('plebeian', 3), ('foreach', 3), ('monroe', 3), ('kraigg', 3), ('jaitley', 3), ('jacobsohn', 3), ('maven', 3), ('rel', 3), ('grissom', 3), ('boosey', 3), ('jed', 3), ('markram', 3), ('listview', 3), ('shackleton', 3), ('startdatetime', 3), ('herg', 3), ('int', 3), ('ist', 3), ('caesar', 3), ('crease', 3), ('jayed', 3), ('bjp', 3), ('adjuncts', 3), ('shah', 3), ('cmll', 3), ('utf', 3), ('refraction', 3), ('crore', 3), ('burnell', 3)]
NEG [('cookies', -3), ('gallery', -3), ('pandora', -3), ('trv', -3), ('loans', -3), ('dental', -3), ('cart', -3), ('hijacking', -3), ('fat', -3), ('warranty', -3), ('typo', -3), ('packet', -3), ('mo', -3), ('manuals', -3), ('testimonials', -3), ('subscribe', -3), ('workshop', -3), ('wishlist', -3), ('mar', -3), ('poker', -3), ('gifts', -3), ('fri', -3), ('coloring', -3), ('ipad', -3), ('stainless', -3), ('gambling', -3), ('plaintext', -3), ('oz', -3), ('faqs', -3), ('iggy', -3), ('conductive', -3), ('recipe', -3), ('jul', -3), ('photography', -3), ('spirulina', -3), ('accessories', -3), ('dcr', -3), ('listings', -3), ('extmgm', -3), ('charger', -3), ('jefbot', -3), ('pets', -3), ('nike', -3), ('sq', -3), ('bd', -3), ('feb', -3), ('halloween', -3), ('nov', -3), ('fax', -3), ('fitzsimons', -3), ('diy', -3), ('xl', -3), ('decor', -3), ('passwords', -3), ('kits', -3), ('donate', -3), ('ccd', -3), ('cms', -3), ('reply', -3), ('pumpupthavolume', -3), ('jun', -3), ('favorites', -3), ('archives', -3), ('gr', -3), ('certified', -3), ('cgr', -3), ('morningmonarchy', -3), ('earrings', -3), ('ciu', -3), ('chakra', -3), ('ct', -3), ('outdoor', -3), ('des', -3), ('telefilm', -3), ('hvr', -3), ('sitemap', -3), ('specials', -3), ('apr', -3), ('betting', -3), ('salepolicy', -3), ('au', -3), ("mcdonald's", -3), ('np', -3), ('panasonic', -3), ('uncategorized', -3), ('outlet', -2.9909373794284253), ('statically', -2.981157350374785), ('dsc', -2.9767797784046515), ('llc', -2.961305581822053), ('chicken', -2.95426329919664), ('pour', -2.941619906751024), ('horde', -2.941619906751024), ('shopping', -2.939476611380641), ('roller', -2.937635837736149), ('candy', -2.937635837736149), ('shirts', -2.9098803700146156), ('cheap', -2.906356137292086), ('slide', -2.9035277811552405), ('hd', -2.8992701909026017), ('feedback', -2.897490831002523)]
#66
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\n# reuse recompute concise\\nimport json,re,math,collections,numpy as np\\nfrom transformers import AutoTokenizer\\nW=re.compile(r\\\"[A-Za-z]+(?:'[A-Za-z]+)?\\\"); tok=AutoTokenizer.from_pretrained('gpt2',local_files_only=True);x=np.load('/workspace/data/multi_dev.npy');t=collections.Counter(W.findall(tok.decode(x).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());V={w for w,c in t.items() if c>=100}|{w for w,c in p.items() if c>=1000};a=2\\nsc={w:max(-2,min(2,math.log((t[w]+a)/(T+a*len(V)))-math.log((p[w]+a)/(P+a*len(V))))) for w in V if len(w)>1 and w!='endoftext'}\\nprint(len(sc));print('POS',sorted(sc.items(),key=lambda z:-z[1])[:60]);print('NEG',sorted(sc.items(),key=lambda z:z[1])[:60])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":8000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 9.1 seconds
Output:
1032
POS [('monroe', 2), ('roy', 2), ('islam', 2), ('gt', 2), ('rahman', 2), ('nofollow', 2), ('roman', 2), ('brathwaite', 2), ('delhi', 2), ('pre', 2), ('plessis', 2), ('rome', 2), ('rel', 2), ('em', 2), ('markram', 2), ('troops', 2), ('angelou', 2), ('shackleton', 2), ('defends', 2), ('fuller', 2), ('lt', 2), ('int', 2), ('amla', 2), ('ist', 2), ('minister', 2), ('silva', 2), ('leg', 2), ('shah', 2), ('wilder', 2), ('batsman', 2), ('infantry', 2), ('elgar', 2), ('wicket', 2), ('ul', 2), ('query', 2), ('li', 2), ('string', 2), ('href', 2), ('code', 2), ('java', 2), ('karunaratne', 2), ('bush', 2), ('noreferrer', 2), ('blockquote', 2), ('aspx', 2), ('hossain', 2), ('pittsburgh', 1.955244270863524), ('nursing', 1.9359284815642326), ('korean', 1.8471154131835323), ('ball', 1.8419934540366967), ('xml', 1.8360292803444018), ('trump', 1.770587008580475), ('pakistan', 1.689689774013333), ('cent', 1.6886156076095755), ('strong', 1.6737641114389694), ('india', 1.6727924397365008), ('towards', 1.6436767134223862), ('mid', 1.608721698388809), ('indian', 1.5894569307992672), ('array', 1.5859837852917789)]
NEG [('cookies', -2), ('gallery', -2), ('bd', -2), ('feb', -2), ('trv', -2), ('ep', -2), ('shipping', -2), ('nov', -2), ('loans', -2), ('sale', -2), ('iggy', -2), ('cart', -2), ('privacy', -2), ('inc', -2), ('login', -2), ('md', -2), ('apr', -2), ('jul', -2), ('fat', -2), ('ccd', -2), ('jan', -2), ('accessories', -2), ('email', -2), ('reply', -2), ('shopping', -2), ('dec', -2), ('contact', -2), ('dcr', -2), ('jun', -2), ('gaming', -2), ('forum', -2), ('shop', -2), ('oct', -2), ('subscribe', -2), ('lib', -2), ('mar', -2), ('product', -1.976939128325438), ('copyright', -1.9489425562042122), ('gift', -1.9288179195669777), ('menu', -1.9227683298730618), ('blog', -1.913904605282406), ('price', -1.9023675578095727), ('christmas', -1.9011714047533506), ('shoes', -1.889755647967453), ('products', -1.886725979565627), ('customer', -1.880955934275418), ('categories', -1.8620900547108796), ('tips', -1.8418190903372604), ('register', -1.809700001256191), ('marketing', -1.8017789288999388), ('videos', -1.7944454681631274), ('share', -1.7891900678181285), ('info', -1.7523760946954123), ('min', -1.7267414362025004), ('sep', -1.692022090435648), ('pm', -1.6668883432176127), ('online', -1.6476686164155057), ('sign', -1.6157649507121343), ('quality', -1.6142930831820799), ('art', -1.6117456526967429)]
#67
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 import re\\n+import string\\n from collections import Counter\\n from pathlib import Path\\n \\n+import numpy as np\\n+from transformers import AutoTokenizer\\n+\\n@@\\n-    \\\"online casino\\\", \\\"payday loan\\\", \\\"weight loss pills\\\", \\\"dating site\\\", \\\"porn pics\\\",\\n+    \\\"online casino\\\", \\\"payday loan\\\", \\\"weight loss pills\\\", \\\"dating site\\\", \\\"porn pics\\\",\\n+    \\\"buy cheap\\\", \\\"best steroids\\\", \\\"steroid cycle\\\", \\\"essay writing service\\\", \\\"write my essay\\\",\\n+    \\\"male enhancement\\\", \\\"free porn\\\", \\\"online pharmacy\\\", \\\"diet pills\\\", \\\"promo code\\\",\\n@@\\n-    \\\"news release\\\", \\\"press release\\\", \\\"the report said\\\", \\\"announced on\\\", \\\"news\\\",\\n+    \\\"news release\\\", \\\"press release\\\", \\\"the report said\\\", \\\"announced on\\\",\\n@@\\n-def features(text):\\n+def features(text, noise_weights):\\n@@\\n-    alpha = sum(c.isalpha() for c in text) / n\\n-    digit = sum(c.isdigit() for c in text) / n\\n-    upper = sum(c.isupper() for c in text) / max(1, sum(c.isalpha() for c in text))\\n-    weird = sum((not c.isalnum()) and (not c.isspace()) and c not in \\\".,;:!?'-()[]/%&+=$@#<>\\\\\\\"\\\" for c in text) / n\\n+    cc = Counter(text)\\n+    # ASCII counts are intentional: substantial non-ASCII text is not English.\\n+    na = sum(cc[c] for c in string.ascii_letters)\\n+    alpha = na / n\\n+    digit = sum(cc[c] for c in string.digits) / n\\n+    upper = sum(cc[c] for c in string.ascii_uppercase) / max(1, na)\\n+    allowed = set(\\\".,;:!?'-()[]/%&+=$@#<>\\\\\\\"|_`*{}~^\\\\\\\\\\\")\\n+    weird = sum(v for c, v in cc.items() if not c.isalnum() and not c.isspace() and c not in allowed) / n\\n@@\\n     eot = text.count(\\\"<|endoftext|>\\\")\\n+    noise = sum(counts[w] * weight for w, weight in noise_weights.items()) / nw\\n     return dict(n=n, nw=nw, stop=stop, alpha=alpha, digit=digit, upper=upper,\\n                 weird=weird, punct=punct, uniq=uniq, maxfreq=maxfreq, bad=bad,\\n                 news=news, tech=tech, enc=enc, lines=lines, html=html, eot=eot,\\n-                low=low)\\n+                noise=noise, low=low)\\n@@\\n     q -= 0.42 * f[\\\"bad\\\"]\\n+    q -= 6.0 * f[\\\"noise\\\"]\\n@@\\n def main():\\n@@\\n-    docs = []\\n+    # Learn corpus-specific chrome/commerce words rather than relying only on a\\n+    # fixed blacklist. A word is noise when common in the raw pool but strongly\\n+    # underrepresented in the disclosed high-quality multi-domain target.\\n+    pool_words = Counter()\\n+    with open(args.pool) as fh:\\n+        for j, line in enumerate(fh):\\n+            if j % 20 == 0:\\n+                pool_words.update(WORD_RE.findall(json.loads(line)[\\\"text\\\"].lower()))\\n+    tok = AutoTokenizer.from_pretrained(\\\"gpt2\\\", local_files_only=True)\\n+    dev_ids = np.load(\\\"/workspace/data/multi_dev.npy\\\")\\n+    target_words = Counter(WORD_RE.findall(tok.decode(dev_ids).lower()))\\n+    pt, pp = sum(target_words.values()), sum(pool_words.values())\\n+    noise_weights = {}\\n+    for word, pc in pool_words.items():\\n+        if pc < 1000 or len(word) < 2:\\n+            continue\\n+        log_odds = math.log((pc + 2) / (pp + 2)) - math.log((target_words[word] + 2) / (pt + 2))\\n+        if log_odds > 1.0:\\n+            noise_weights[word] = min(2.0, log_odds)\\n+\\n+    docs = []\\n     with open(args.pool) as fh:\\n         for line in fh:\\n             d = json.loads(line)\\n-            f = features(d[\\\"text\\\"])\\n+            f = features(d[\\\"text\\\"], noise_weights)\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#68
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"cp /workspace/submission/selection.json /tmp/selection1.json; 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=37445
#69
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":37445,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 46
Wall time 11.0 seconds
Output:
#70
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "46",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 16.6 seconds
Output:
#71
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":37445,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 47
Wall time 11.0 seconds
Output:
#72
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "47",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 16.3 seconds
Output:
#73
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"ps aux | rg 'python /workspace/submission/curate.py' | tail -1; 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 0.2 seconds
Output:
root      2212  0.0  0.0  17932 10376 ?        S    23:43   0:00 rg python /workspace/submission/curate.py
4354
#74
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({\"session_id\":37445,\"chars\":\"\",\"yield_time_ms\":1000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#75
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({\"cmd\":\"stat -c '%y %s' /workspace/submission/selection.json; python - <<'PY'\\nimport json\\nx=json.load(open('/workspace/submission/selection.json'));print(len(x),x[:20])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.4 seconds
Output:
2026-08-03 23:37:27.920842595 +0000 46417
6552 [80177, 8972, 105613, 86221, 61359, 111129, 2679, 95890, 53855, 80242, 9565, 69106, 49958, 21414, 85385, 47076, 36746, 77053, 104228, 89721]