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
- 273
- duration
- 60m
- recorded
- 2026-08-04
run iddclm-nano-curation__zzFhaz8
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:22860,chars:\"\",yield_time_ms:1000,max_output_tokens:2000});\ntext(r.output);"
}exec result
Script completed
Wall time 5.0 seconds
Output:
packed 12000000 tokens from 12826 ids -> /tmp/dev_train.npy
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:22860,chars:\"\",yield_time_ms:1000,max_output_tokens:2000});\ntext(r.output);"
}exec result
Script completed
Wall time 5.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:22860,chars:\"\",yield_time_ms:1000,max_output_tokens:2000});\ntext(r.output);"
}exec result
Script completed
Wall time 5.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:22860,chars:\"\",yield_time_ms:1000,max_output_tokens:2000});\ntext(r.output);"
}exec result
Script completed
Wall time 5.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.write_stdin({session_id:22860,chars:\"\",yield_time_ms:1000,max_output_tokens:2000});\ntext(r.output);"
}exec result
Script completed
Wall time 0.0 seconds
Output:
HELDOUT_PPL 384.119 loss 5.9510 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 json,re,random\\nz=[]\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line); t=d['text']\\n if '<pre><code>' in t or ('<p>' in t and ('code' in t.lower() or '?' in t)):\\n z.append(d)\\nprint('docs',len(z),'chars',sum(len(x['text']) for x in z))\\nfor d in z[:20]: print('\\\\n',d['id'],len(d['text']),repr(re.sub(r'\\\\s+',' ',d['text'])[:450]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":12000});\ntext(r.output);"
}exec result
Script completed
Wall time 3.3 seconds
Output:
docs 71 chars 842422
6138 3373 'XForms/Read and write with get and put Sometimes all you need to do is to put a nice user friendly form that edits a single static XML file. In this case a static file is any file where you know the exact pathname to the file when the form is created and you know that the file name will never change. This is the case when an application has a configuration file in a known location (either absolute or fixed relative to the XForm). If this is a loc'
6628 2862 "Портал Vveb.ws / Бесплатная CMS PHP-Fusion 7 Bogatyr / What you need to know for site administration What is site administration? Site administration is a set of measures for launching and maintaining the site's full functionality. In general, the site requires information support, and includes the addition of creative articles, fresh news, relevant announcements, new products, etc. What you need to know for site administration: + CMS site (conte"
13746 4110 'Scaling the Windows Stack George Beech @GABeech PICC ‘12. out of 23 Post on 27-Dec-2015 Embed Size (px) <p>PowerPoint Presentation</p> <p>Scaling the Windows StackGeorge Beech @GABeechPICC 12AgendaWhat is Stack Exchange?Growth this YearOur Technology StackHow we scaleDealing with Windows stack scaling pain</p> <p>Stack ExchangeStack Exchange is a fast-growing network of 87 question and answer sites on diverse topics from software programming to c'
14810 2295 'If you are building a website and need to sign people in, you can use IndieAuth.com to handle web sign-in so that you don\'t have to implement OAuth code for each provider. <form action="https://indieauth.com/auth" method="get"> <label for="indie_auth_url">Web Address:</label> <input id="indie_auth_url" type="text" name="me" placeholder="yourdomain.com" /> <p><button type="submit">Sign In</button></p> <input type="hidden" name="client_id" value="h'
21841 6600 "Torture? That wasn't torture? Humiliation, yes. <br><br>No, I'll tell you what, we go after these animals where it hurts them. We announce that from this time forward we douse our bullest in pigs blood. Any terrorist killed will be buried with animal intestens. They aren't afraid of us because they think that they receive a reward in Heaven. Well, they'll never see it, if they believe they're too soiled.<br><br>Of course we would never do that. W"
22017 10485 'There\'s good news on the drug war: The world knows how to end it -- so why can\'t the United States figure it out? - By Charles Kenny<p> Charles Kenny is a senior fellow at the Center for Global Development, a Schwartz fellow at the New America Foundation, and author, most recently, of Getting Better: Why Global Development Is Succeeding and How We Can Improve the World Even More. "The Optimist," his column for Foreign Policy, runs weekly. </p> Am'
28721 1781 '++ I\'m commenting mostly just to bump this excellent piece of advice. Since port is rarely important and I like to use this idiom in addition to running a traditional webserver on port 80, I\'d shorten it to use the default port 5000– plackup -L Shotgun -MPlack::App::WrapCGI -e "Plack::App::WrapCGI->new(script => shift)" [cgi] –which lends itself to an alias– alias pcgi=\'plackup -Ilib -L Shotgun -MPlack::App::WrapCGI -e "Plack:: +App::WrapCGI->new'
33101 1064 "<|endoftext|>Skip to Content 8-03-2008 @ 3:04AM I think I'll stick with real achievements... like the 360 ones. Not some second-rate 'lets try to be like everyone else' attempt at achievements. Blizzard are only doing this because everyone else it and we all know it started with Microsoft followed by Valve on release of Portal/TF2/HL2:E2 with 360/PC. First time? A confirmation email will be sent to you after submitting. Members enter your usernam"
39842 1977 'Skip to Content 11-03-2008 @ 8:16AM Running the quests now for more money makes no sense. The exp to gold conversion applies equally from WotLK to the rest of the game. We know that WotLK quests will be giving us a lot more gold and a lot of exp, but the conversion rate will remain the same.If you\'re stocking up on gold in anticipation of the inevitable expansion inflation you\'re better off doing daily quests. The only reasons to do the "normal" '
46158 3225 '<|endoftext|>Please note that you should never self-prescribe TCM ingredients. A TCM ingredient is almost never eaten on its own but as part of a formula containing several ingredients that act together. Please consult a professional TCM practitioner, they will be best able to guide you. Preparation: Collect propolis from beehives every 10 days during warm seasons. Press collected propolis to form a bigger shape and have them kept in a wax paper.'
67883 394 "arate names with a comma. Discussion in 'Trucks and Trailers' started by SMB, Jun 27, 2000. The subject says it all.<p>----------<br>SMB<br> It should have a egr valve,an EFE valve,a thermatic air cleaner,a charcoal canister,and possibly smog pump and a.i.r. tubes and catalytic convertor depending on series(1/2 ,3/4 or 1 ton and GVWR.<p>----------<br>John D<br> What about a '72?<|endoftext|>"
70770 1241 " to Content 7-08-2009 @ 5:34PM All I can say is try it out. It maps out spawn points on the world map (mouse-over the dragon icons on your map and it will tell you what rare spawns there).It also has a proximity alarm when you are near a rare. It will pop up a window and make a sound (that can sometimes give me a heart attack if I'm not expecting it to go off).I've found Vyragosa in Storm Peaks several times while farming herbs without even tryin"
72241 1134 "<|endoftext|>Skip to Content 2-05-2009 @ 3:34AM As a Feral Druid, I haven't encountered any mobs immune to Bleeds at all yet, and hae raided everything in the game up to and including Sarth+3. In a raiding situation, this is a straight 6% damage buff to the ability; think of all the Bleeds you can have up - Deep Wounds, Rupture, Rake, Rip, Rend. That's plenty. In PvP, it's a nerf but I'm sure there's a reason for that. First time? A confirmation "
72256 2351 ".<|endoftext|>Event: holly luton's fundraising $15.06 raised of $75.28 target $15.06 raised so far How to make a donation Donate online at - www.justgiving.com/youngpromoters By mobile internet Scan this code on your smartphone to go straight to holly luton's page. By text message to donate £10 Text ACWJ80 £10 Our young promoters on the Outreach Project at Nacro Sandwell collectively decided that they would like to organise a professional theatre"
82602 5683 'I think Oscar is going to spread his love all over many movies on Sunday night at the Dolby pavillion, and there’s going to be at least one major upset. Read below. This is NOT who I WANT to win, but who I think will win. Never did ALLLLL the categories before, but FINALLY this year, I think I can. Best Picture ~ Argo ~ Slam Dunk. It even just won Best Foreign Film at the Cesars, France’s Oscars. Does any one else even have a chance? Would be the'
86993 1438 "com<|endoftext|>Seems like a pretty complex chunk of code to be trying to jam into the WYSIWYG editor. Stick to the basic headers, paragaphs, unordered lists, etc, and put stuff like that in the template. It really doesn't belong in the editor. That's not really what it's for. Even if it did work, you're running the risk of some frustrated client accidentally blowing the whole thing away or removing part of it. Just thinking about it gives me a h"
88358 1561 '<|endoftext|>OO in the real world.... - Wrench set - Socket Set - Screwdriver set - Pots and pans OO exists in many place in many ways. It is great in situations where there are large unknowns in the future. You build code, test it and maintain it seperately. You assign rules (parameters) to its input and output. Others that use it follow these rules do not worry as much about the code in the object. I have written programs that OO saved 100s to '
91439 2065 'Sorry that this reply is almost boiler-plate, but... - Does that site\'s usage guidance permit scraping? - Do you have authority/permission to extract data? - Does the site publish an API you could use rather than rolling your own? - Assuming that by "the number 1975" you mean you\'re looking for white males, DOB in 1923 and resident of San Diego Cty in 1940, who still turn up on the site in 1975 data, why would you expect that (to find 1975 data i'
103647 5748 ' function Calling a function Hi, I have a function xyz() in php code. When a button is clicked it should execute that particular function for that i have...; <input type="button" name="submit" value="Submit"/> web page design webpage design Great Applianz Ltd. was established in 1985, in New... button on the welcome page, the Orders page opens that allows the users to buy.... The website should provide the following functionality: A Welcome page '
106947 3736 "View Full Version : Spreader Transport? 03-31-2000, 06:40 AM How do you secure your spreader in the bed of your truck or on the trailer? What dorducts are available to mount the spreader during transport?<br>I have a Prizelawn bigfoot and a Duraliner bedliner in my truck I'm looking for a solution other than emptying the spreader after every job. 03-31-2000, 05:01 PM It's better to empty it between jobs, unless you are just fertilizing closely sp"
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"rg -n -F \\\"I found the platform module\\\" data/pool.jsonl | head; rg -n -F \\\"how can I do something like this\\\" data/pool.jsonl | head; rg -n -F \\\"Shackleton presented to the Royal\\\" data/pool.jsonl | head\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r.output);"
}exec result
Script completed
Wall time 0.6 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/submission/curate.py\\n@@\\n ap.add_argument(\\\"--strategy\\\", choices=(\\\"balanced\\\", \\\"quality\\\"), default=\\\"balanced\\\",\\n help=\\\"quality is an ablation used for development comparisons\\\")\\n+ ap.add_argument(\\\"--domain-weights\\\", default=\\\".25,.25,.25,.25\\\",\\n+ help=\\\"encyclopedic,quality-web,news,technical token shares\\\")\\n@@\\n- ptr = [0]*len(queues); used = [0]*len(queues); chosen = []; total = 0\\n+ weights = [float(x) for x in args.domain_weights.split(\\\",\\\")]\\n+ if len(weights) != 4 or min(weights) <= 0 or abs(sum(weights)-1) > 1e-6:\\n+ raise ValueError(\\\"--domain-weights must contain four positive values summing to 1\\\")\\n+ if args.strategy == \\\"quality\\\": weights = [1.0]\\n+ ptr = [0]*len(queues); used = [0]*len(queues); chosen = []; total = 0\\n@@\\n- k = min(available, key=lambda j: (used[j], j))\\n+ k = min(available, key=lambda j: (used[j]/weights[j], j))\\n@@\\n- for k in range(4) for i in queues[k][:20]]\\n+ for k in range(len(queues)) for i in queues[k][:20]]\\n*** End Patch\";\ntext(await tools.apply_patch(patch));"
}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 submission/curate.py --domain-weights .23,.20,.22,.35 --output /tmp/tech_selection.json --diagnostics /tmp/tech_diag.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000});\ntext(JSON.stringify(r));"
}exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"f3f438","wall_time_seconds":1.001748303,"session_id":36593,"original_token_count":0,"output":""}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "let{output,...rest}=await tools.write_stdin({session_id:36593,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}exec result
Script running with cell ID 214
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "214",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 11.6 seconds
Output:
{"chunk_id":"744193","wall_time_seconds":30.001748863,"session_id":36593,"original_token_count":0}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "let{output,...rest}=await tools.write_stdin({session_id:36593,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}exec result
Script running with cell ID 215
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "215",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 5.1 seconds
Output:
{"chunk_id":"eff698","wall_time_seconds":30.002608,"session_id":36593,"original_token_count":0}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "let{output,...rest}=await tools.write_stdin({session_id:36593,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}exec result
Script running with cell ID 216
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "216",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 6.2 seconds
Output:
{"chunk_id":"5b9aad","wall_time_seconds":30.001197504,"session_id":36593,"original_token_count":0}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "let{output,...rest}=await tools.write_stdin({session_id:36593,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}exec result
Script running with cell ID 217
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "217",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 11.2 seconds
Output:
{"chunk_id":"572dd8","wall_time_seconds":30.001055124,"session_id":36593,"original_token_count":0}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "let{output,...rest}=await tools.write_stdin({session_id:36593,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}exec result
Script running with cell ID 218
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "218",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 12.2 seconds
Output:
{"chunk_id":"ae88bd","wall_time_seconds":30.001792735,"session_id":36593,"original_token_count":0}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "let{output,...rest}=await tools.write_stdin({session_id:36593,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}exec result
Script running with cell ID 219
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "219",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 13.9 seconds
Output:
{"chunk_id":"dc1cda","wall_time_seconds":30.001109667,"session_id":36593,"original_token_count":0}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "let{output,...rest}=await tools.write_stdin({session_id:36593,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}exec result
Script running with cell ID 220
Wall time 11.0 seconds
Output:
encrypted chain-of-thought — recorded, not exposed
args
{
"cell_id": "220",
"yield_time_ms": 30000,
"max_tokens": 2000
}wait result
Script completed
Wall time 14.5 seconds
Output:
{"chunk_id":"10e48a","wall_time_seconds":30.002314884,"session_id":36593,"original_token_count":0}encrypted chain-of-thought — recorded, not exposed
args
{
"input": "let{output,...rest}=await tools.write_stdin({session_id:36593,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});text(rest);text(output);"
}exec result
Script completed
Wall time 6.6 seconds
Output:
{"chunk_id":"eb2d47","wall_time_seconds":6.609744549,"exit_code":0,"original_token_count":36}{"documents": 14695, "estimated_tokens": 15000249, "domain_tokens": [3450375, 2999952, 3300029, 5249893], "output": "/tmp/tech_selection.json"}
encrypted chain-of-thought — recorded, not exposed
args
{
"input": "const r = await tools.exec_command({cmd:\"bash dev_eval.sh /tmp/tech_selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000});\ntext(JSON.stringify(r));"
}exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"646509","wall_time_seconds":1.001248954,"session_id":3000,"original_token_count":0,"output":""}