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
259
duration
1h 6m
recorded
2026-08-03

run iddclm-nano-curation__d9qdiJV

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

download JSON ↗
codexgpt-5.6-sol270 turns11 narration259 reasoning259 action259 observation1 final
#151
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "102",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"54ae30","wall_time_seconds":11.30122401,"exit_code":0,"original_token_count":16,"output":"HELDOUT_PPL 321.509  loss 5.7730  train_s 54  /tmp/dsir.npy\r\n"}
#152
narration

The target-vs-random-pool importance term is the largest gain so far: balanced deduped perplexity falls from 337.66 to 321.51. This is consistent with DSIR-style selection: words common everywhere no longer masquerade as quality; documents must be disproportionately characteristic of the disclosed high-quality target. I’m now tuning that signal jointly with the validated register mixture.

#153
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:98713,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}
exec result
Script running with cell ID 103
Wall time 11.0 seconds
Output:
#154
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "103",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 16.0 seconds
Output:
{"chunk_id":"7013ac","wall_time_seconds":30.001467959,"session_id":98713,"original_token_count":47,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1135 > 1024). Running this sequence through the model will result in indexing errors\r\n"}
#155
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:98713,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}
exec result
Script completed
Wall time 0.9 seconds
Output:
{"chunk_id":"c511ce","wall_time_seconds":0.855431794,"exit_code":0,"original_token_count":35,"output":"eligible [7000, 7000, 7000, 4839] selected [4839, 1823, 4654, 3954] estimated exact tokens [4250619, 1550009, 3800061, 3800997] ids 15270\r\n"}
#156
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python pack_selection.py /tmp/candidate_mix2.json /tmp/mix2.npy && python train_nano.py --train_npy /tmp/mix2.npy --heldout_npy data/multi_dev.npy --out_json /tmp/mix2_result.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000,\"tty\":true}); text(JSON.stringify(r))\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"7e8ca9","wall_time_seconds":1.000905081,"session_id":56576,"original_token_count":0,"output":""}
#157
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python -u submission/curate.py --dsir-weight 0.3 --mix 1.2,0.7,1.05,1.05 --output /tmp/candidate_dsir_mix.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000,\"tty\":true}); text(JSON.stringify(r))\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"5ccc37","wall_time_seconds":1.000990515,"session_id":33882,"original_token_count":0,"output":""}
#158
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,re,collections\\ns=json.load(open('/tmp/candidate_dsir.json'));want=set(s[:40]);d={}\\nfor l in open('data/pool.jsonl'):\\n o=json.loads(l)\\n if o['id'] in want:d[o['id']]=o['text']\\nprint(collections.Counter(i//20000 for i in s))\\nfor j in range(0,40,4):\\n print('\\\\n',j)\\n for k in range(4):\\n  i=s[j+k];print(k,i,re.sub(r'\\\\s+',' ',d[i])[:250])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":12000}); text(r.output)\n"
}
exec result
Script completed
Wall time 2.9 seconds
Output:
Counter({4: 2462, 2: 2338, 3: 2318, 1: 2294, 0: 2265, 5: 1696, 8: 677, 7: 622, 6: 404, 9: 55})

 0
0 32517 miral, was born on 2 July 1862 at Hartforth in Yorkshire, the fourth son of Christopher Cradock and his wife Georgina, the daughter of Major Gordon Duff of the 92nd Highlanders. He entered the navy in 1875 and three years later as midshipman of the P
1 104502  any thoughts?<|endoftext|>For millennia, secrecy and stealth have been the primary ingredients in the acquisition and maintenance of power within our species. It is how the 1% have ruled, whilst setting the people against each other to keep them fro
2 98211  Shutterstock<|endoftext|>The Centre on Friday questioned the Congress Party and the Trinamool Congress's (TMC) stand on Goods and Service Tax (GST) and asked as to why they were not supporting the government now when they backed the uniform tax regi
3 130555  Ok<|endoftext|>Find the length of the longest string in MySQL - Electric Toolbox Search: Find the length of the longest string in MySQL Posted in MySql - Last updated May. 09, 2008 There are a number of string functions in MySQL for extracting text,

 4
0 105515 CNN) -- Pakistan's Prime Minister Nawaz Sharif hailed his first one-on-one meeting Tuesday with India's newly elected Prime Minister Narendra Modi as a "historic opportunity" for the two nations. A firm but simple handshake had sent a message to the 
1 15076 In 18th-century America, colonial society and Native American society sat side by side. The former was buddingly commercial; the latter was communal and tribal. As time went by, the settlers from Europe noticed something: No Indians were defecting to
2 109425  figure out what makes him different, the library CEO explained his interest came from noticing the mainstream news did not cover the developing world in any depth, except Gwynne Dyer did. Although he has a very strong military background (has taught
3 42845 <|endoftext|>One request we receive frequently is: How can I include a link on a page to return to the previous page? If you view any of the codex detail pages, at the top of the page, you'll see one of the following links: For the purposes of this t

 8
0 12246 Connecting to your Database¶ There are two ways to connect to a database: The “auto connect” feature will load and instantiate the database class with every page load. To enable “auto connecting”, add the word database to the library array, as indica
1 16099 After a 10-hour deliberation and several drafts of a unanimous joint declaration, parliament has taken the foreign policy of Pakistan out of the hands of the PPP coalition government. Since the foreign policy was never completely in the hands of the 
2 94700 The Occupy movement has started a conversation here in the United States that’s perhaps overdue. Although often accused of not having an agenda, they do have a unifying agreement on their home page which says in part: The one thing we all have in com
3 59426  Biddle Roberts(1825 - 1886) Home State: Pennsylvania Command Billet: Commanding Regiment Branch of Service: Infantry Unit: 1st Pennsylvania Reserves see his Battle Report Before the Antietam Campaign: He graduated from High School in Washington Coun

 12
0 6400 Lucknow (Uttar Pradesh),[India]: A day after he was declared the rightful owner of the Samajwadi Party’s ‘cycle’ symbol, Uttar Pradesh Chief Minister Akhilesh Yadav on Tuesday rubbished reports suggesting an increasing rift between him and his father
1 165736 We run on Intercom<|endoftext|>How to create directory in makefile unix Home Copyright Complain {DMCA} Request For keys How To Create Directory In Makefile Unix c++ How to create a makefile for Unix - Stack Overflow Hello, Above issue is solved. I am
2 97300  round; our stop is of course the Fort Cornwallis which is another heritage not to be missed. The Fort Cornwallis brings you with the story of Sir Francis Light from the British East India Company and his intention of building the Ford. Fort Cornwall
3 65832 <|endoftext|>In a U-turn, the Gorkha Janamukti Morcha on Sunday said it was withdrawing its proposal for an interim set-up, scheduled to be taken up at the next tripartite meeting and wanted a separate state. GJM chief Bimal Gurung told a rally at a 

 16
0 13044 Dan Froomkin’s first item at The Huffington Post, which appeared on Monday, has drawn some mild criticism from an unlikely source: the liberal blogosphere. And in this case, Froomkin’s critics have the better of the argument. Froomkin opens his piece
1 57336 Islamabad, December 25: Indian death row prisoner Kulbhushan Jadhav’s wife and mother arrived in Islamabad for a meeting with him at the Pakistan foreign affairs ministry, officials said. TV footage showed a convoy of around seven vehicles escorting 
2 107717 AMP DAHLKE, Afghanistan (Reuters) - Captain Joe Fontana, a team leader with the U.S. army’s 1st Security Force Assistance Brigade, is part of a new unit but he is working on problems that have been stubbornly familiar to American military advisers in
3 107062 net<|endoftext|>A WSDL file contains a reference to an XSD document which defines the data structures which can be sent to the service over SOAP. In an XSD, you can define a Type for an element, or things like the elements cardinality, whether its op

 20
0 73080  Minister's Economic Advisory Council (PMEAC) part-time member Surjit Bhalla today termed reservations in education and jobs as a "big problem" and hoped that the matter would be addressed after the next general election. "Reservations in education, 
1 74820 <|endoftext|>By Michael Krieger, WAR is a racket. It always has been. It is possibly the oldest, easily the most profitable, surely the most vicious. It is the only one international in scope. It is the only one in which the profits are reckoned in d
2 25944 <|endoftext|>Nice (Nicaea) was probably founded around 350 BC by the Greeks of Marseille, and was given the name of Nikaia in honour of a victory over the neighbouring Ligurians (Nike was the Greek goddess of victory). The city soon became one of the
3 114166  departure of Nicola Roxon and Chris Evans from the Government has been reported widely as though they are rats leaving the sinking ship. There is no sign that this is the case, and the reasons given are perfectly straightforward, and in my view, acc

 24
0 40147 From PostgreSQL wiki Currently a type in PostgreSQL is really nothing more than that a set of type input/output functions and some details about storage. All operators on these types are merely incidental to the definition. This leads to various odd 
1 39914 <|endoftext|>CURB YOUR ENTHUSIASM As Obama Rises, Old Guard Civil Rights Leaders Scowl There was a time in the not-too-distant past when "black president" was synonymous with "president of black America." That was the office to which Jesse Jackson ap
2 79971 ARTALA: Union home minister Amit Shah, on Tuesday, urged the electorates of Tripura to give BJP another chance to make the state “number one” in the country. Elections to the Tripura Assembly is scheduled to be held next year. Addressing a public gat
3 48767  week I found myself in the enviable position of being in the house alone during the day with a bunch of work to do on my laptop and the television unoccupied by children demanding to watch the same two episodes of Bubble Guppies on repeat. So, like 

 28
0 18070 Node.JS Easy 3rd party OAuth & REST API Consumer Make consuming RESTful apis waaaaay easier in Node.js Ever notice how all of these APIs seem to have a high degree of consistency? They're just a bunch of URLs that accept different parameters you pass
1 36207 <|endoftext|>The Congress is a dystic political party as everyone knows. The party has always had as its leader in Parliament someone from the Nehru-Gandhi family. Whenever it has been in power, it has had someone from the family as Prime Minister, w
2 75528  week, a TV commentator and former player who remains one of snooker's best known figures... Willie Thorne is one of the best talents ever to have played the game but he failed to marshal his ability to become a regular tournament winner. In an era w
3 55224  never know what to expect at the Pig Fair, but I thought two years ago that it would be a bit dismal and so it was, writes Sam Walton. I just had a suspicion this year that there would be a bit of a buzz around the place, and so it proved to be judg

 32
0 102696  Chief age row: PM meets Antony Against the backdrop of the age controversy of Army Chief V K Singh, PM Manmohan Singh held a half hour meeting with Defence Minister A K Antony. New Delhi: Against the backdrop of the age controversy of Army Chief V K
1 98397 .<|endoftext|>So if I just want to replace the first instance of a text pattern in a string when reading it from left to right, and lodash is part of the stack, then the _.replace method could be used to do just that very easily. Just pass in the str
2 16061 The Taliban have severely tightened restrictions on women’s freedom in Afghanistan, requiring them to wear full veils in public on Saturday, preferably the burqa, an announcement heavily criticized by feminist activists. In a decree issued during a c
3 103237 All statements end with a semicolon. the point is used only once times per unit to mark the end. We can write several instructions on the same line. An instruction block is delimited by the « (» and «) »instructions. |VAR||Used for creating variables

 36
0 95348  Dashiell Hammett’s career and reputation steadily declined in the quarter-century before his death in 1961, the author and his work have enjoyed several resurgences of interest in the years since. The 1966 collection “The Big Knockover,” edited by L
1 70825 <|endoftext|>WikiLeaks has declared a major victory following Russia granting Edward Snowden temporary asylum. But although one battle has been won, the war for transparency and government accountability continues, WikiLeaks’ spokesman Kristinn Hrafn
2 17899 BJP plays budget-politics to corner Yeddyurappa By V.S. Karnic, IANS, Bangalore: Ruling parties exploiting the budget in a poll year to boost electoral prospects is old hat. However, Karnataka's ruling Bharatiya Janata Party (BJP) is using budget-pol
3 6948 Automatically test your dirty Grails classes When refactoring code in bulk, I occasionally run into a scenario where it’s simpler to make the change all at once and run the tests afterwards than it is to test after every iteration of the change. Some
#159
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:56576,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}
exec result
Script running with cell ID 108
Wall time 11.0 seconds
Output:
#160
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "108",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 14.7 seconds
Output:
{"chunk_id":"933d40","wall_time_seconds":30.001490185,"session_id":56576,"original_token_count":61,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1066 > 1024). Running this sequence through the model will result in indexing errors\r\npacked 12000000 tokens from 15270 ids -> /tmp/mix2.npy\r\n"}
#161
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:56576,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}
exec result
Script running with cell ID 109
Wall time 11.0 seconds
Output:
#162
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "109",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 8.4 seconds
Output:
{"chunk_id":"7f4c96","wall_time_seconds":30.001587952,"session_id":56576,"original_token_count":0,"output":""}
#163
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:56576,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}
exec result
Script completed
Wall time 3.5 seconds
Output:
{"chunk_id":"7e1d9d","wall_time_seconds":3.534530801,"exit_code":0,"original_token_count":16,"output":"HELDOUT_PPL 326.073  loss 5.7871  train_s 54  /tmp/mix2.npy\r\n"}
#164
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:33882,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}
exec result
Script running with cell ID 111
Wall time 11.0 seconds
Output:
#165
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "111",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 5.4 seconds
Output:
{"chunk_id":"567d05","wall_time_seconds":23.119413841,"exit_code":0,"original_token_count":81,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1079 > 1024). Running this sequence through the model will result in indexing errors\r\neligible [7000, 7000, 7000, 4839] selected [4401, 2752, 4360, 3632] estimated exact tokens [3951665, 2450162, 3502576, 3500749] ids 15145\r\n"}
#166
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python pack_selection.py /tmp/candidate_dsir_mix.json /tmp/dsir_mix.npy && python train_nano.py --train_npy /tmp/dsir_mix.npy --heldout_npy data/multi_dev.npy --out_json /tmp/dsir_mix_result.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000,\"tty\":true}); text(JSON.stringify(r))\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"8f242e","wall_time_seconds":1.001464411,"session_id":90654,"original_token_count":0,"output":""}
#167
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python -u submission/curate.py --dsir-weight 0.3 --mix 1.3,0.4,1.15,1.15 --output /tmp/candidate_dsir_mix2.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000,\"tty\":true}); text(JSON.stringify(r))\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"143460","wall_time_seconds":1.00155117,"session_id":7835,"original_token_count":0,"output":""}
#168
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:90654,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}
exec result
Script running with cell ID 114
Wall time 11.0 seconds
Output:
#169
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "114",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 15.2 seconds
Output:
{"chunk_id":"c629f7","wall_time_seconds":30.001876994,"session_id":90654,"original_token_count":62,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1079 > 1024). Running this sequence through the model will result in indexing errors\r\npacked 12000000 tokens from 15145 ids -> /tmp/dsir_mix.npy\r\n"}
#170
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:90654,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}
exec result
Script running with cell ID 115
Wall time 11.0 seconds
Output:
#171
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "115",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 15.3 seconds
Output:
{"chunk_id":"a067ab","wall_time_seconds":30.000789946,"session_id":90654,"original_token_count":0,"output":""}
#172
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:90654,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}
exec result
Script completed
Wall time 1.8 seconds
Output:
{"chunk_id":"3227d6","wall_time_seconds":1.746931314,"exit_code":0,"original_token_count":17,"output":"HELDOUT_PPL 334.874  loss 5.8138  train_s 55  /tmp/dsir_mix.npy\r\n"}
#173
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:7835,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}
exec result
Script running with cell ID 117
Wall time 11.0 seconds
Output:
#174
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "117",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 8.1 seconds
Output:
{"chunk_id":"a48276","wall_time_seconds":22.435463794,"exit_code":0,"original_token_count":81,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1079 > 1024). Running this sequence through the model will result in indexing errors\r\neligible [7000, 7000, 7000, 4839] selected [4696, 1728, 4750, 3946] estimated exact tokens [4250867, 1550608, 3800092, 3811014] ids 15120\r\n"}
#175
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python -u submission/curate.py --dsir-weight 0.6 --output /tmp/candidate_dsir06.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000,\"tty\":true}); text(JSON.stringify(r))\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"1670d4","wall_time_seconds":1.001099494,"session_id":12830,"original_token_count":0,"output":""}