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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
222
duration
57m
recorded
2026-08-04

run iddclm-nano-curation__f5FdhJo

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

download JSON ↗
codexgpt-5.6-sol229 turns7 narration222 reasoning222 action222 observation1 final
#76
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python3 - <<'PY'\\nimport json,numpy as np\\nz=np.load('/workspace/work/scores.npz'); m=np.load('/workspace/work/meta.npz')\\nsel=np.array(json.load(open('/workspace/work/specialist35.json')))\\nln=z['lengths']; n=0; cut=0\\nfor j,i in enumerate(sel):\\n n+=ln[i]+1\\n if n>=12000000:cut=j+1;break\\ns=sel[:cut]; rng=np.random.default_rng(3).choice(len(ln),cut,replace=False)\\nfor label,ix in [('selected',s),('random',rng),('first',np.arange(100000)),('second',np.arange(100000,len(ln)))]:\\n print(label,'N',len(ix),'tok',ln[ix].sum(),'density',np.quantile(z['density'][ix],[0,.1,.5,.9,1]),'pen',np.quantile(z['penalty'][ix],[0,.5,.9,1]),'halves',np.mean(ix>=100000),'dom',np.bincount(z['assigned'][ix],minlength=4))\\nwant=set(s[:40]);rows={}\\nfor line in open('/workspace/data/pool.jsonl'):\\n r=json.loads(line)\\n if r['id'] in want:rows[r['id']]=r['text']\\nfor i in s[:30]: print('\\\\n',i,'len',ln[i],'dens',round(float(z['density'][i]),3),'dom',np.round(z['domain'][i],3),'pen',round(float(z['penalty'][i]),2),repr(rows[int(i)][:280].replace('\\\\n',' ')))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":16000});\ntext(r.output);"
}
exec result
Script completed
Wall time 4.4 seconds
Output:
selected N 18114 tok 11981934 density [-0.39406157  0.01954825  0.10575712  0.20897048  2.42059684] pen [1.52169658e-03 8.17335850e-03 2.26604223e-02 2.83785364e+00] halves 0.13403996908468588 dom [   19 15370  2256   469]
random N 18114 tok 19661134 density [-2.63056564 -1.03149681 -0.26131214  0.04868185  2.52664232] pen [1.48886125e-03 1.85718556e-02 4.73255041e-01 1.01800501e+01] halves 0.4509219388318428 dom [   32 15886   793  1403]
first N 100000 tok 69447055 density [-1.94604111 -0.40367269 -0.11302314  0.08985173  0.520491  ] pen [1.47243954e-03 9.53101798e-03 1.66838014e-01 6.08718491e+00] halves 0.0 dom [   17 93526  5568   889]
second N 82016 tok 130464717 density [-3.58887625 -1.20355111 -0.72814393 -0.10531178  2.73894453] pen [1.53811020e-03 3.09667289e-01 6.21575359e-01 1.05647145e+01] halves 1.0 dom [  317 65882  2324 13493]

 147030 len 1733 dens 2.088 dom [ 0.158 -2.45  -2.654  4.946] pen 0.6 'Compatibility - PowerShell for CaaS - Global Site Skip to content Skip to breadcrumbs Skip to header menu Skip to action menu Skip to quick search Log in Help Online Help Keyboard Shortcuts Feed Builder What’s new Available Gadgets About Confluence Search Site Home false dynamic_'

 67417 len 214 dens 0.52 dom [-0.215  0.288  0.578 -0.651] pen 0.0 '<|endoftext|>Referring to her remarks in a press conference in New Delhi [ Images ] on the issue, he said, "She knows that her candidate Rajakannappan has filed an election petition in the Madras high court and that is pending since September 2009. Her statement is therefore in g'

 58452 len 289 dens 0.458 dom [-0.087  0.104  0.778 -0.795] pen 0.0 '<|endoftext|>New Delhi: Five new Supreme Court judges were today sworn in, taking the top court’s strength to 28, including the Chief Justice of India. Justices Sanjay Kishan Kaul, Navin Sinha, Mohan M Shantanagoudar, Deepak Gupta and S Abdul Nazeer were administered the oath of '

 124374 len 1733 dens 2.09 dom [ 0.158 -2.451 -2.652  4.944] pen 0.62 ' 24, 2015<|endoftext|>Test-CaasCompatibility - PowerShell for CaaS - Global Site Skip to content Skip to breadcrumbs Skip to header menu Skip to action menu Skip to quick search Log in Help Online Help Keyboard Shortcuts Feed Builder What’s new Available Gadgets About Confluence '

 66305 len 259 dens 0.436 dom [-0.231  0.517  0.347 -0.633] pen 0.0 'Bradford West Respect MP George Galloway has defended his controversial claim that a sex assault allegation against WikiLeaks campaigner Julian Assange amounted to no more than bad "sexual etiquette". Mr Galloway provoked a furious response from women\'s groups after he said in a '

 28976 len 316 dens 0.441 dom [-0.367  0.329  0.705 -0.667] pen 0.01 'umbai: Seventy days after they parted ways, the BJP and the Shiv Sena have once again come together and formed an alliance to share power in Maharashtra. Addressing a press conference, Maharashtra Chief Minister Devendra Fadnavis announced that Shiv Sena will join his ministry. F'

 93562 len 223 dens 0.479 dom [-0.218  0.373  0.488 -0.643] pen 0.0 ' White House has dismissed North Korea\'s threat to pull out of the truce that ended the Korean War. U.S. officials say it is just another example of escalating rhetoric from Pyongyang. White House spokesman Ari Fleischer said the United States has heard it all before. "North Kore'

 28143 len 292 dens 0.471 dom [-0.216  0.243  0.598 -0.626] pen 0.0 '<|endoftext|>Ahead of its Foreign Minister\'s visit to Bangalore, China on Tuesday described the Kashmir issue as a question "left over by history" and highlighted the need for India and Pakistan to "properly" resolve it through dialouge. "The Kashmir issue is a question left over'

 12295 len 379 dens 0.409 dom [-0.26   0.567  0.414 -0.721] pen 0.01 'Here’s what you need to know for Tuesday morning. Yesterday the Japanese government detected a ballistic missile launch from North Korea, and warned its citizens to prepare for a possible attack as the missile flew over northern Japan and landed in the Pacific. The South Korean J'

 100806 len 328 dens 0.441 dom [-0.226  0.223  0.658 -0.655] pen 0.01 ' Market<|endoftext|>Manipur officials to study exodus situation The Manipur government will send senior officials to Karnataka and Maharashtra to look into the exodus of North East people from these states in the wake of the recent Assam violence. The decision was taken during a '

 66736 len 144 dens 0.427 dom [-0.323  0.493  0.659 -0.83 ] pen 0.0 'The Director General of Military Operations for the Pakistani Army spoke with his Indian counterpart via telephone on Wednesday – and denied New Delhi’s claim that Pakistani troops killed their two soldiers in a cross border raid. Pakistani military authorities declared New Delhi'

 45958 len 761 dens 0.4 dom [-0.439  0.59   0.474 -0.625] pen 0.01 ' investigations into Russian interference in the presidential election continue, the revelation that Donald Trump Jr. and other senior members of the Trump campaign met with a Kremlin-affiliated lawyer last year has plagued the White House in recent weeks. Here’s how the story fr'

 26420 len 342 dens 0.464 dom [-0.081  0.297  0.583 -0.799] pen 0.01 'At least 12, including two US troops, die in Iraq attacks Gunmen shot dead an Iraqi journalist for a US-funded Arabic television station and his young son in one of a number of attacks across the country that left at least nine people dead. The US military also reported the death'

 108981 len 212 dens 0.438 dom [-0.252  0.316  0.608 -0.672] pen 0.0 ' the Federal Bureau of Investigation as well as the local police will conduct a thorough investigation into this crime," Ms Powell told reporters after visiting Gurudwara Bangla Sahib in New Delhi. She offered her condolences on behalf of the entire US Mission in New Delhi over t'

 105413 len 153 dens 0.476 dom [ 0.927 -0.052 -0.395 -0.48 ] pen 0.05 ' Saddleback College in Mission Viejo, Calif. . . . Was an all-conference pick a year ago on the JCO level . . . Spent two seasons with the Ganchos . . . Had 68 total tackles and an interception in 2012 . . . Totaled 41 stops in 2011 . . . Played prep football at Inkster High Scho'

 180237 len 13203 dens 1.033 dom [-0.337 -1.325 -1.579  3.241] pen 0.51 'c2445d75375 Mercurial > releases > comm-beta / changeset / 0c2445d75375 summary | shortlog | changelog | pushlog | graph | tags | bookmarks | branches | files | changeset | raw | zip | gz | bz2 | help Find changesets by keywords (author, files, the commit message), revision numbe'

 47959 len 398 dens 0.425 dom [-0.353  0.338  0.624 -0.609] pen 0.01 "LUCKNOW, India (Reuters) - Thousands of youngsters in India have burned down empty train coaches and blocked rail traffic this week in protest against what they call irregularities in recruitment by the mammoth railways department, one of the world's largest employers. Student as"

 178386 len 2398 dens 0.372 dom [ 1.025 -0.327 -0.711  0.012] pen 0.03 'c) 2013 turbonuke<|endoftext|>Keranjang Belanja - MWN English English English Login Daftar Lihat Keranjang Belanja Toggle navigation Client Area Store Browse All ----- Shared Hosting Linux (cPanel/WHM) WOLFPRESS (WordPress Hosting) Shared Hosting Linux (Plesk) Shared Hosting Linu'

 42488 len 179 dens 0.416 dom [-0.225  0.507  0.348 -0.63 ] pen 0.0 "Many GOP senators have suggested that they are not happy with President Trump's threat. Rand Paul has even suggested that there would be a veto-proof majority fo senators who would vote against the president. Republicans uncomfortable with the idea of a tariff war are reportedly "

 61757 len 719 dens 0.271 dom [-0.651  0.928  0.601 -0.878] pen 0.01 '�The United States will encourage a peace and really a great peace deal” between Israel and the Palestinians, but they have to negotiate it themselves, Trump said at a joint press conference with Netanyahu in Washington, DC on Wednesday.“Both sides will have to make compromises.”'

 37522 len 249 dens 0.401 dom [-0.322  0.26   0.666 -0.603] pen 0.0 'Prime Minister Imran Khan on Thursday congratulated India’s premier Narendra Modi on his victory in the country\'s national elections. "I congratulate Prime Minister Modi on the electoral victory of BJP and allies. Look forward to working with him for peace, progress and prosperit'

 103973 len 386 dens 0.403 dom [-0.379  0.302  0.636 -0.56 ] pen 0.01 'pur: Prime Minister Manmohan Singh on Friday kicked off the Congress campaign from Kanpur on Friday. Addressing the crowds, he said, "We have sent funds under various national schemes to Uttar Pradesh. Rs 24000 crore have been given to Uttar Pradesh government for roads alone. Ho'

 47164 len 343 dens 0.427 dom [-0.192  0.354  0.543 -0.705] pen 0.01 'rid: Spanish Prime Minister Mariano Rajoy has claimed his "right to govern" after his ruling Popular Party (PP) won most seats in the nation\'s general election on Sunday. In an appearance from the PP headquarters in downtown Madrid on Sunday night, Rajoy thanked the efforts made '

 7641 len 997 dens 0.402 dom [-0.26   0.557  0.14  -0.437] pen 0.02 "How Will Obama's Israel Visit Play Out at Home?3/21/2013 4:49PM President Obama made a public appeal for sacrifice in the name of peace during his visit to Israel. How will the visit play out stateside? Jerry Seib reports. This transcript has been automatically generated and may "

 59892 len 422 dens 0.365 dom [-0.452  0.23   0.714 -0.492] pen 0.01 "!<|endoftext|>Filmmaker Tigmanshu Dhulia's latest offering Bullett Raja may have missed the target at the box office, but it did decent business by earning approximately Rs. 12 crore to Rs. 13 crore in two days of its release, say trade pundits. The Saif Ali Khan and Sonakshi Sin"

 105515 len 799 dens 0.424 dom [-0.262  0.316  0.549 -0.603] pen 0.01 '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 world on Monday that the heads'

 84173 len 347 dens 0.25 dom [-0.89   0.92   0.532 -0.561] pen 0.01 '<|endoftext|>Donald Trump said in an interview Monday the message of Black Lives Matter has fueled attacks against police and, if elected president, his administration would monitor the group for threats against law enforcement. The comments come in the wake of the fatal shooting'

 26180 len 217 dens 0.265 dom [-0.529  0.862  0.547 -0.88 ] pen 0.0 ' Donald Trump on Monday touted a “Fox & Friends” report that the previous administration spied on him during the election ― an idea that has been widely debunked. As Trump congratulated “Fox & Friends” on its “amazing reporting,” he was ignoring analysis from his own intelligence'

 51268 len 357 dens 0.437 dom [ 0.593  0.148  0.188 -0.928] pen 0.01 'omaya Hendousa founded dumped in slums east of Khartoum , severely tortured and her hair shaved confirmed resources close to her family . Hendousa family are in shock after what happened to her and starting police report against NISS member had been threatening Hendousa after she'

 36207 len 354 dens 0.416 dom [-0.199  0.303  0.551 -0.655] pen 0.01 '<|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, with just two exceptions: P.V.r'
#77
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/work/make_candidates.py\\n@@\\n import numpy as np\\n+from transformers import AutoTokenizer\\n@@\\n     domain_w = dlps - dlps.mean(0, keepdims=True)\\n+    vocab = AutoTokenizer.from_pretrained(\\\"gpt2\\\").convert_ids_to_tokens(range(V))\\n+    lexical = np.array([sum(ch.isalpha() for ch in piece) >= 2 for piece in vocab])\\n@@\\n     bigram_domain = np.zeros((len(lengths), 4), dtype=np.float32)\\n+    lexical_domain = np.zeros((len(lengths), 4), dtype=np.float32)\\n@@\\n             domain[i] = domain_w[:, x].mean(1)\\n+            lx = x[lexical[x]]\\n+            if len(lx):\\n+                lexical_domain[i] = domain_w[:, lx].mean(1)\\n@@\\n     np.savez(W / \\\"scores.npz\\\", density=density, domain=domain, penalty=pen,\\n              bigram_density=bigram_density, bigram_domain=bigram_domain,\\n+             lexical_domain=lexical_domain,\\n@@\\n     for beta in (.35, .70):\\n@@\\n         print(name, used, len(ids))\\n+    for beta in (.7, 1.4, 2.8):\\n+        lists = []\\n+        for k in range(4):\\n+            score = base + beta * lexical_domain[:, k]\\n+            ix = np.where(valid)[0]\\n+            lists.append(ix[np.argsort(-score[ix], kind=\\\"stable\\\")])\\n+        ids, used = interleave(lists, lengths)\\n+        tail_score = base + beta * np.max(lexical_domain, axis=1)\\n+        tail = np.argsort(-tail_score, kind=\\\"stable\\\")\\n+        chosen = set(ids)\\n+        ids.extend(int(i) for i in tail if i not in chosen)\\n+        name = f\\\"lexical{int(beta*10)}\\\"\\n+        json.dump(ids, (W / f\\\"{name}.json\\\").open(\\\"w\\\"))\\n+        print(name, used, len(ids))\\n*** End Patch\";\nconst result = await tools.apply_patch(patch);\ntext(result);"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#78
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python3 /workspace/work/make_candidates.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000});\ntext(JSON.stringify(r));"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"6e7391","wall_time_seconds":1.001845934,"session_id":81990,"original_token_count":0,"output":""}
#79
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:81990,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script running with cell ID 68
Wall time 11.0 seconds
Output:
#80
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "68",
  "yield_time_ms": 20000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 16.1 seconds
Output:
#81
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:81990,chars:\"\",yield_time_ms:1000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script completed
Wall time 1.7 seconds
Output:
density [269674, 3000300, 3000049, 3002312] 182016 [(0, 99), (1, 4683), (2, 5199), (3, 2019)]
density_conf [269674, 3000010, 3000109, 3006942] 182016 [(0, 99), (1, 4754), (2, 5199), (3, 1948)]
density_light [269674, 3000269, 3000371, 3000332] 182016 [(0, 99), (1, 4723), (2, 5198), (3, 1980)]
specialist35 [3000279, 3000521, 3000420, 3000009] 182016
specialist70 [3003293, 3000304, 3000086, 3000553] 182016
lexical7 [3000279, 3001175, 3000208, 3000198] 182016
lexical14 [3000835, 3000220, 3001048, 3000137] 182016
lexical28 [3005797, 3001191, 3000297, 3000294] 182016
#82
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python3 - <<'PY'\\nimport json,numpy as np\\nz=np.load('/workspace/work/scores.npz'); m=np.load('/workspace/work/meta.npz');ln=z['lengths']\\nfor name in ['specialist35','lexical7','lexical14','lexical28','global_density']:\\n ids=np.array(json.load(open('/workspace/work/'+name+'.json'))); c=np.cumsum(ln[ids]+1);s=ids[:np.searchsorted(c,12000000)+1]\\n ld=np.argmax(z['lexical_domain'][s],1)\\n print(name,len(s),'half',np.mean(s>=100000),'lexdom',np.bincount(ld,minlength=4),'lens',np.quantile(ln[s],[0,.5,.9,1]),'dens',np.mean(z['density'][s]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 0.5 seconds
Output:
specialist35 18114 half 0.13403996908468588 lexdom [ 1127 12262  4576   149] lens [   87.   465.  1308. 17952.] dens 0.1102573
lexical7 18411 half 0.1337244038889794 lexdom [ 1372 12217  4661   161] lens [   87.   456.  1282. 17952.] dens 0.10293846
lexical14 17356 half 0.14749942383037568 lexdom [ 1764 10659  4539   394] lens [   87.   449.  1335. 18948.] dens 0.07496611
lexical28 14422 half 0.16668977950353625 lexdom [2328 7034 4408  652] lens [   87.   471.  1507. 19442.] dens 0.051158287
global_density 17305 half 0.12701531349321005 lexdom [  958 11565  4754    28] lens [   87.   492.  1352. 17952.] dens 0.1247264
#83
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python3 - <<'PY'\\nimport numpy as np,json\\nz=np.load('/workspace/work/scores.npz');ln=z['lengths']; ld=z['lexical_domain'];base=z['density']-z['penalty']; valid=z['valid'];beta=1.4\\nlists=[]\\nfor k in range(4):\\n ix=np.where(valid)[0];lists.append(ix[np.argsort(-(base[ix]+beta*ld[ix,k]),kind='stable')])\\npos=[0]*4;used=[0]*4;seen=set();chosen=[[] for _ in range(4)]\\nwhile any(used[k]<3000000 for k in range(4)):\\n a=[k for k in range(4) if used[k]<3000000];k=min(a,key=lambda q:used[q]/3000000)\\n while lists[k][pos[k]] in seen:pos[k]+=1\\n i=int(lists[k][pos[k]]);pos[k]+=1;seen.add(i);chosen[k].append(i);used[k]+=int(ln[i])+1\\nprint([len(x) for x in chosen],used)\\nwant=set(sum((x[:15] for x in chosen),[]));texts={}\\nimport json\\nfor line in open('/workspace/data/pool.jsonl'):\\n r=json.loads(line)\\n if r['id'] in want:texts[r['id']]=r['text']\\nfor k in range(4):\\n print('\\\\n=== DOMAIN',k,'===')\\n for i in chosen[k][:10]: print(i,ln[i],np.round(ld[i],2),repr(texts[i][:240].replace('\\\\n',' ')))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":14000});\ntext(r.output);"
}
exec result
Script completed
Wall time 4.0 seconds
Output:
[4402, 3818, 4935, 4204] [3000835, 3000220, 3001048, 3000137]

=== DOMAIN 0 ===
147030 1733 [-0.11  0.03 -0.    0.08] 'Compatibility - PowerShell for CaaS - Global Site Skip to content Skip to breadcrumbs Skip to header menu Skip to action menu Skip to quick search Log in Help Online Help Keyboard Shortcuts Feed Builder What’s new Available Gadgets About Co'
87261 118 [ 0.52  0.08  0.23 -0.82] ' for her role as Brittany on the BET comedy-drama series The Game. She appeared in 16 episodes of the series between 2006 and 2009. She earned her first professional acting credit on the show Girlfriends, which was the inspiration for the s'
106564 142 [ 0.47  0.07  0.25 -0.79] ' from you!<|endoftext|>Mackenzie Rosman is an American actress. She had her career beginnings as a child. She made her debut as Ruthie Camden in the family-drama series 7th Heaven, which aired on television from 1996 to 2007. While on the s'
98204 153 [ 0.39  0.13  0.13 -0.65] '.<|endoftext|>Black Hawk War facts The Black Hawk War was a war between the Indians under command of Chief Black Hawk and American settlers on the frontier in 1832. It took place mostly in Illinois and Wisconsin. Several small battles were '
51268 357 [ 0.32  0.18  0.27 -0.77] 'omaya Hendousa founded dumped in slums east of Khartoum , severely tortured and her hair shaved confirmed resources close to her family . Hendousa family are in shock after what happened to her and starting police report against NISS member'
71744 163 [ 0.34  0.18  0.2  -0.71] ".<|endoftext|>The United States presidential election of 1816 came at the end of the two-term presidency of Democratic-Republican James Madison. With the opposition Federalist Party in collapse, Madison's Secretary of State, James Monroe, h"
76107 195 [ 0.33  0.09  0.23 -0.65] 'Major Bhupinder Singh In sept. 1965, Major Bhupinder Singh commanded the "B" squadron of the 4 Horse against Pakistani forces. On the 11th Sept. he successfully led his forces in cutting of the enemy retreat along the Gadgor-Phillora road. '
14399 114 [ 0.37  0.11  0.02 -0.49] 'The first mass-produced photovoltaic module. (1963) A solar cell that converts sunlight into electrical energy is sort of a semi-conductor power generator made of silicon. Sharp had preceded in successfully mass-producing solar cells first,'
26420 342 [ 0.27  0.12  0.38 -0.76] 'At least 12, including two US troops, die in Iraq attacks Gunmen shot dead an Iraqi journalist for a US-funded Arabic television station and his young son in one of a number of attacks across the country that left at least nine people dead.'
68804 212 [ 0.33  0.07  0.16 -0.56] 'This article analyses the historical evolution of the migration relations between France and Italy from the aftermath of the Second World War to the outbreak of the European Migrant Crisis. Adopting a long-term perspective, it shows that mi'

=== DOMAIN 1 ===
124374 1733 [-0.11  0.03 -0.01  0.08] ' 24, 2015<|endoftext|>Test-CaasCompatibility - PowerShell for CaaS - Global Site Skip to content Skip to breadcrumbs Skip to header menu Skip to action menu Skip to quick search Log in Help Online Help Keyboard Shortcuts Feed Builder What’s'
104175 205 [-0.34  0.66  0.3  -0.62] ' to sell his neighbour a new dog. “This is a talking dog,” he said. “And you can have him for five dollars.” The neighbour said, “Who do you think you’re kidding with this talking dog stuff? There ain’t no such animal.” Suddenly the dog loo'
61757 719 [-0.14  0.46  0.36 -0.68] '�The United States will encourage a peace and really a great peace deal” between Israel and the Palestinians, but they have to negotiate it themselves, Trump said at a joint press conference with Netanyahu in Washington, DC on Wednesday.“Bo'
84173 347 [-0.26  0.47  0.3  -0.51] '<|endoftext|>Donald Trump said in an interview Monday the message of Black Lives Matter has fueled attacks against police and, if elected president, his administration would monitor the group for threats against law enforcement. The comment'
97206 115 [-0.48  0.61  0.17 -0.31] 'icator.<|endoftext|>The problem is, in hardware you can’t build a computer that’s twice as good as anyone else’s anymore. Too many people know how to do it. You’re lucky if you can do one that’s one and a third times better or one and a hal'
113517 480 [-0.23  0.55  0.32 -0.64] ' radio host Michael Savage voiced his disappointment over Donald Trump‘s walking back on certain campaign promises, pointing to Trump’s recent meetings with Kanye West, Al Gore, and Leonardo DiCaprio. After wondering why Trump would meet wi'
78920 275 [-0.2   0.52  0.37 -0.69] 'dom, 33, has reportedly resolved to make his marriage to Kardashian his top priority -- even over his career in the NBA. "Really, basketball’s not even on Lamar’s mind," a source explained. "He’s got bigger issues now, bigger than playing b'
26180 217 [-0.1   0.45  0.34 -0.69] ' Donald Trump on Monday touted a “Fox & Friends” report that the previous administration spied on him during the election ― an idea that has been widely debunked. As Trump congratulated “Fox & Friends” on its “amazing reporting,” he was ign'
7625 261 [-0.08  0.44  0.27 -0.63] 'President Obama would visit Israel in a second term, a top campaign surrogate said. “We can expect him to visit Israel in a second term, should he be reelected,” Colin Kahl, a former deputy assistant secretary of defense for the Middle East'
41017 438 [-0.18  0.45  0.34 -0.61] 'coming House Speaker Nancy Pelosi on Thursday declined to rule out the possibility that President Donald Trump could be indicted while in office, saying there is “an open discussion” on whether such an indictment would be legal even though '

=== DOMAIN 2 ===
58452 289 [ 0.17 -0.01  0.53 -0.69] '<|endoftext|>New Delhi: Five new Supreme Court judges were today sworn in, taking the top court’s strength to 28, including the Chief Justice of India. Justices Sanjay Kishan Kaul, Navin Sinha, Mohan M Shantanagoudar, Deepak Gupta and S Abd'
67417 214 [ 0.03  0.13  0.46 -0.62] '<|endoftext|>Referring to her remarks in a press conference in New Delhi [ Images ] on the issue, he said, "She knows that her candidate Rajakannappan has filed an election petition in the Madras high court and that is pending since Septemb'
41186 730 [ 0.05 -0.03  0.54 -0.56] 'Amarnath Yatra 2017 Amarnath Yatra 2017 News Jammu and Kashmir police said three people, alleged conspirators in the 10 July attack on Amarnath pilgrims, have been arrested by its SIT As many as 813 pilgrims on Thursday paid obeisance at th'
100806 328 [ 0.01  0.12  0.49 -0.62] ' Market<|endoftext|>Manipur officials to study exodus situation The Manipur government will send senior officials to Karnataka and Maharashtra to look into the exodus of North East people from these states in the wake of the recent Assam vi'
66736 144 [-0.    0.23  0.48 -0.7 ] 'The Director General of Military Operations for the Pakistani Army spoke with his Indian counterpart via telephone on Wednesday – and denied New Delhi’s claim that Pakistani troops killed their two soldiers in a cross border raid. Pakistani'
28976 316 [-0.02  0.17  0.47 -0.62] 'umbai: Seventy days after they parted ways, the BJP and the Shiv Sena have once again come together and formed an alliance to share power in Maharashtra. Addressing a press conference, Maharashtra Chief Minister Devendra Fadnavis announced '
28143 292 [ 0.05  0.1   0.42 -0.57] '<|endoftext|>Ahead of its Foreign Minister\'s visit to Bangalore, China on Tuesday described the Kashmir issue as a question "left over by history" and highlighted the need for India and Pakistan to "properly" resolve it through dialouge. "T'
66093 335 [-0.1   0.19  0.5  -0.59] ' interesting survey, done by the Punjab College of Technical Education, Baddowal to check awareness among college students, revealed that 76 per cent of students have their voter ID cards. The survey report says that while 37 per cent stude'
37522 249 [ 0.12  0.07  0.46 -0.65] 'Prime Minister Imran Khan on Thursday congratulated India’s premier Narendra Modi on his victory in the country\'s national elections. "I congratulate Prime Minister Modi on the electoral victory of BJP and allies. Look forward to working wi'
79735 167 [ 0.02  0.23  0.54 -0.8 ] '<|endoftext|>India’s PM Narendra Modi has tweeted pictures of his mother’s first visit to his official residence in Delhi. Twitter users have praised Narendra Modi’s decision to invite his mother, Heeraben Modi, at his new home. Heeraben Mo'

=== DOMAIN 3 ===
180237 13203 [-0.2  -0.05 -0.12  0.37] 'c2445d75375 Mercurial > releases > comm-beta / changeset / 0c2445d75375 summary | shortlog | changelog | pushlog | graph | tags | bookmarks | branches | files | changeset | raw | zip | gz | bz2 | help Find changesets by keywords (author, fi'
6138 941 [-0.26  0.04 -0.11  0.33] '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 '
9544 486 [-0.24  0.04 -0.07  0.27] "I'm not sure if I worded my topic title properly, which is probably why I haven't been able to search for the answer to my problem just yet (oh, have I tried, just can't find the right keywords I suppose). Anyways, I am trying to get a simp"
128699 464 [-0.24 -0.16 -0.22  0.62] ' of /xsl Index of /xsl Name                    Last modified       Size  Description Parent Directory        21-Jul-2003 09:46      - XSLTContext.html        08-Sep-2008 13:24    13k XSLTContext.html.body   25-Jul-2008 18:55    10k XSLTCont'
151355 464 [-0.23 -0.15 -0.21  0.59] ' Public Schools. All Rights Reserved<|endoftext|>Index of /xsl Index of /xsl Name                    Last modified       Size  Description Parent Directory        21-Jul-2003 09:46      - XSLTContext.html        08-Sep-2008 13:24    13k XSL'
116385 267 [-0.24 -0.11 -0.1   0.45] 'ς<|endoftext|>Warning: DOMDocument::load() [domdocument.load]: php_network_getaddresses: getaddrinfo failed: No address associated with hostname in /var/www/_www_tmp/ELES_services/front/PHP/weather.php on line 47 Warning: DOMDocument::load('
139041 267 [-0.24 -0.11 -0.1   0.45] 'ς<|endoftext|>Warning: DOMDocument::load() [domdocument.load]: php_network_getaddresses: getaddrinfo failed: No address associated with hostname in /var/www/_www_tmp/ELES_services/front/PHP/weather.php on line 47 Warning: DOMDocument::load('
116119 899 [-0.14  0.09 -0.04  0.08] ' Now<|endoftext|>Re: god-mode color help-gnu-emacs [Top][All Lists] Advanced [Date Prev][Date Next][Thread Prev][Thread Next][Date Index][Thread Index] Re: god-mode color From: Michael Heerdegen Subject: Re: god-mode color Date: Fri, 29 Aug'
138775 899 [-0.14  0.09 -0.04  0.08] ' Now<|endoftext|>Re: god-mode color help-gnu-emacs [Top][All Lists] Advanced [Date Prev][Date Next][Thread Prev][Thread Next][Date Index][Thread Index] Re: god-mode color From: Michael Heerdegen Subject: Re: god-mode color Date: Fri, 29 Aug'
172207 599 [-0.2  -0.05 -0.06  0.31] ', Apache, MySQL and Php.<|endoftext|>FTP archive directory /pub/kiwix/wp1/kowiki_2019-02/ Welcome to ftp.vim.org, Hosted by ftp.nluug.nl Current directory: /pub/kiwix/wp1/kowiki_2019-02/ Contents of README: pageviews: page_title view_count '
#84
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/work/make_candidates.py\\n@@\\n import json\\n import math\\n+import hashlib\\n+import re\\n@@\\n     valid = (lengths >= 64) & (lengths <= 20_000) & (q[:, 2] >= .45)\\n+    # Crawl snapshots contain the same page under many URLs and with slightly\\n+    # different leading boilerplate. Deduplicate on a normalized tail fingerprint.\\n+    unique = np.ones(len(lengths), dtype=bool)\\n+    seen_fp = set()\\n+    with open(\\\"/workspace/data/pool.jsonl\\\") as f:\\n+        for line in f:\\n+            r = json.loads(line)\\n+            s = re.sub(r\\\"\\\\W+\\\", \\\" \\\", r[\\\"text\\\"][-5000:].lower()).strip()\\n+            fp = hashlib.blake2b(s.encode(), digest_size=12).digest()\\n+            if fp in seen_fp:\\n+                unique[r[\\\"id\\\"]] = False\\n+            else:\\n+                seen_fp.add(fp)\\n+    valid &= unique\\n*** End Patch\";\nconst result = await tools.apply_patch(patch);\ntext(result);"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#85
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:65969,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
HELDOUT_PPL 323.236  loss 5.7784  train_s 56  /workspace/work/train_specialist35.npy
#86
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python3 /workspace/work/make_candidates.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000});\ntext(JSON.stringify(r));"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"a7a3b5","wall_time_seconds":1.0012,"session_id":37737,"original_token_count":0,"output":""}
#87
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:37737,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script running with cell ID 75
Wall time 11.0 seconds
Output:
#88
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "75",
  "yield_time_ms": 20000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 16.0 seconds
Output:
#89
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:37737,chars:\"\",yield_time_ms:1000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#90
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:37737,chars:\"\",yield_time_ms:10000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script completed
Wall time 9.9 seconds
Output:
density [233429, 3000300, 3000505, 3002898] 182016 [(0, 87), (1, 4677), (2, 5218), (3, 2018)]
density_conf [233429, 3000010, 3000298, 3000546] 182016 [(0, 87), (1, 4748), (2, 5229), (3, 1936)]
density_light [233429, 3000269, 3000228, 3000301] 182016 [(0, 87), (1, 4710), (2, 5221), (3, 1982)]
specialist35 [3002976, 3000031, 3001515, 3000295] 182016
specialist70 [3000574, 3000169, 3000350, 3000228] 182016
lexical7 [3000395, 3000154, 3000566, 3000639] 182016
lexical14 [3000250, 3000943, 3000075, 3000127] 182016
lexical28 [3000170, 3013358, 3000235, 3001754] 182016
#91
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python3 /workspace/work/pack_cache.py /workspace/work/specialist35.json /workspace/work/train_specialist35_dedup.npy && python3 /workspace/train_nano.py --train_npy /workspace/work/train_specialist35_dedup.npy --heldout_npy /workspace/data/multi_dev.npy --out_json /workspace/work/specialist35_dedup_eval.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000});\ntext(JSON.stringify(r));"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"2e8ccd","wall_time_seconds":1.001737031,"session_id":89544,"original_token_count":11,"output":"packed 12000000 tokens from 18131 documents\n"}
#92
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Add File: /workspace/work/train_diag.py\\n+\\\"\\\"\\\"Run the frozen trainer verbatim, then report losses for the four disclosed quarters.\\\"\\\"\\\"\\n+exec(compile(open(\\\"/workspace/train_nano.py\\\", \\\"rb\\\").read(),\\n+             \\\"/workspace/train_nano.py\\\", \\\"exec\\\"), globals())\\n+\\n+model.eval()\\n+for quarter in range(4):\\n+    lo, hi = quarter * 250_000, (quarter + 1) * 250_000\\n+    starts = list(range(lo, hi - a.block, a.block))\\n+    total = seen = 0.0\\n+    with torch.no_grad():\\n+        for j in range(0, len(starts), a.batch):\\n+            ss = starts[j:j + a.batch]\\n+            x = torch.stack([ho[s:s+a.block] for s in ss]).to(dev)\\n+            y = torch.stack([ho[s+1:s+1+a.block] for s in ss]).to(dev)\\n+            with torch.autocast(\\\"cuda\\\", dtype=torch.bfloat16):\\n+                _, loss = model(x, y)\\n+            total += loss.item() * len(ss); seen += len(ss)\\n+    print(\\\"QUARTER\\\", quarter, \\\"loss\\\", round(total / seen, 4),\\n+          \\\"ppl\\\", round(math.exp(total / seen), 2))\\n*** End Patch\";\nconst result = await tools.apply_patch(patch);\ntext(result);"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#93
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:89544,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#94
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:89544,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#95
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:89544,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script running with cell ID 82
Wall time 11.0 seconds
Output:
#96
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "82",
  "yield_time_ms": 20000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
HELDOUT_PPL 334.898  loss 5.8138  train_s 56  /workspace/work/train_specialist35_dedup.npy
#97
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/work/make_candidates.py\\n@@\\n-    valid &= unique\\n+    # Keep naturally repeated pages: in this pool their frequency is useful\\n+    # evidence about the target register. The fingerprint is retained as a\\n+    # diagnostic but is not made a hard filter.\\n*** End Patch\";\nconst result = await tools.apply_patch(patch);\ntext(result);"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#98
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python3 /workspace/work/make_candidates.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1000});\ntext(JSON.stringify(r));"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"8af540","wall_time_seconds":1.001970879,"session_id":61688,"original_token_count":0,"output":""}
#99
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:61688,chars:\"\",yield_time_ms:30000,max_output_tokens:2000});\ntext(r.output);"
}
exec result
Script running with cell ID 85
Wall time 11.0 seconds
Output:
#100
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "85",
  "yield_time_ms": 20000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 14.1 seconds
Output: