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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
267
duration
1h 6m
recorded
2026-08-03

run iddclm-nano-curation__7CCVfar

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

download JSON ↗
codexgpt-5.6-sol277 turns10 narration267 reasoning267 action267 observation1 final
#51
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "32",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 14.7 seconds
Output:
score 120000 222.2
#52
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:66957,chars:\"\",yield_time_ms\":30000,\"max_output_tokens\":5000});\ntext(r.output);"
}
exec result
Script failed
Wall time 0.0 seconds
Output:
Script error:
SyntaxError: Unexpected string
#53
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:66957,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script running with cell ID 34
Wall time 11.0 seconds
Output:
#54
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "34",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 16.7 seconds
Output:
score 140000 274.9
#55
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:66957,chars:\"\",yield_time_ms\":30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script failed
Wall time 0.0 seconds
Output:
Script error:
SyntaxError: Invalid or unexpected token
#56
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:66957,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script running with cell ID 36
Wall time 11.0 seconds
Output:
#57
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "36",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 16.1 seconds
Output:
#58
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:66957,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script running with cell ID 37
Wall time 11.0 seconds
Output:
#59
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "37",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 15.8 seconds
Output:
score 160000 329.7
#60
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:66957,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script running with cell ID 38
Wall time 11.0 seconds
Output:
#61
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "38",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 14.3 seconds
Output:
score 180000 382.7
saved /workspace/experiments/corpus_scores.npz 182016 390.3
#62
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np\\nz=np.load('/workspace/experiments/corpus_scores.npz')\\nfor k in z.files:\\n a=z[k]\\n if a.dtype.kind=='f': print(k,np.quantile(a,[0,.01,.1,.25,.5,.75,.9,.99,1]))\\nD=np.stack([z[f'd{i}'] for i in range(4)],1)\\nfor name,s in [('mean',D.mean(1)),('min',D.min(1)),('max',D.max(1)),('q',z['quality']),('combo',D.mean(1)+z['quality']*.3)]:\\n ix=np.argsort(-s)[:20];print('\\\\n',name,[(int(i),round(float(s[i]),2),int(z['nchar'][i])) for i in ix])\\nprint('argmax counts',np.bincount(D.argmax(1)))\\nPY\\npython - <<'PY'\\nimport json,numpy as np\\nz=np.load('/workspace/experiments/corpus_scores.npz');D=np.stack([z[f'd{i}'] for i in range(4)],1)\\nscore=D.mean(1)+.3*z['quality']; valid=(z['nchar']>800)&(z['nchar']<30000)&(z['alpha']>.68)&(z['nav']<.01)&(z['repeat']<.25)\\nwant=set(np.argsort(-np.where(valid,score,-1e9))[:50].tolist())\\nfor line in open('/workspace/data/pool.jsonl'):\\n d=json.loads(line)\\n if d['id'] in want:\\n  i=d['id'];print('\\\\n',i,'S',round(float(score[i]),2),'D',D[i].round(2),'Q',round(float(z['quality'][i]),2),'L',len(d['text']),'\\\\n',' '.join(d['text'][:350].split()))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":30000});\ntext(r.output);"
}
exec result
Script completed
Wall time 3.5 seconds
Output:
alpha [0.         0.60090464 0.73563182 0.76838237 0.7887463  0.80425543
 0.81694049 0.84065932 1.        ]
digit [0.         0.         0.         0.0036593  0.01094597 0.02590924
 0.05070361 0.1562315  0.90947652]
newline [0.         0.         0.00215614 0.00374224 0.00754234 0.02198163
 0.04211373 0.07245037 0.5       ]
url [0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
 0.00000000e+00 4.92914391e-04 5.46448072e-03 3.12500000e-02
 6.20252192e-01]
html [0.         0.         0.         0.         0.         0.
 0.         0.         0.15960912]
nav [0.         0.         0.         0.         0.         0.0032538
 0.0106383  0.04032258 0.33333334]
repeat [0.         0.         0.         0.01104972 0.03133159 0.08093118
 0.18325581 0.49454546 1.        ]
quality [-12.77441311  -1.99050662   0.3897223    1.13732931   1.45576155
   1.62458974   1.71860111   1.84794873   1.98222864]
d0 [-5.55032778 -1.64244786 -0.90153909 -0.55171847 -0.19004517  0.13931546
  0.42488094  1.06893675  2.76467705]
d1 [-5.58929873 -1.3451952  -0.508228   -0.14453058  0.09610216  0.29509785
  0.48276429  1.05736272  2.72619987]
d2 [-4.8116951  -1.46523077 -0.70605606 -0.36834618 -0.0877216   0.16684074
  0.40428215  1.02222851  2.73148561]
d3 [-4.90533543 -1.63159481 -0.95057127 -0.64417361 -0.39868826 -0.13577156
  0.19054437  1.08654253  2.97287703]

 mean [(146991, 2.8, 3662), (124335, 2.8, 3662), (118550, 2.76, 6817), (141206, 2.76, 6817), (146152, 2.68, 846), (144835, 2.67, 5079), (122179, 2.67, 5079), (169616, 2.63, 5259), (128886, 2.52, 11745), (151542, 2.51, 11764), (123496, 2.49, 858), (165467, 2.47, 2349), (158924, 2.44, 37926), (136268, 2.44, 37926), (166650, 2.44, 1529), (166037, 2.44, 13), (133815, 2.42, 6395), (156471, 2.38, 6411), (140953, 2.33, 24435), (118297, 2.33, 24435)]

 min [(146991, 2.73, 3662), (124335, 2.73, 3662), (141206, 2.68, 6817), (118550, 2.68, 6817), (146152, 2.62, 846), (122179, 2.57, 5079), (144835, 2.57, 5079), (169616, 2.56, 5259), (128886, 2.45, 11745), (151542, 2.45, 11764), (123496, 2.43, 858), (165467, 2.39, 2349), (166650, 2.37, 1529), (166037, 2.36, 13), (136268, 2.35, 37926), (158924, 2.35, 37926), (133815, 2.29, 6395), (118297, 2.27, 24435), (140953, 2.27, 24435), (129537, 2.25, 585)]

 max [(146991, 2.97, 3662), (124335, 2.97, 3662), (118550, 2.93, 6817), (141206, 2.93, 6817), (122179, 2.89, 5079), (144835, 2.89, 5079), (146152, 2.84, 846), (169616, 2.81, 5259), (178120, 2.75, 14053), (128886, 2.69, 11745), (151542, 2.68, 11764), (144641, 2.67, 8838), (121985, 2.67, 8838), (166650, 2.63, 1529), (165467, 2.63, 2349), (166037, 2.63, 13), (123496, 2.59, 858), (136268, 2.59, 37926), (158924, 2.59, 37926), (166728, 2.56, 80)]

 q [(14832, 1.98, 3092), (71892, 1.98, 2891), (63694, 1.98, 3067), (4074, 1.98, 2871), (180339, 1.98, 2924), (130806, 1.98, 2904), (153462, 1.98, 2904), (52872, 1.97, 2849), (37861, 1.97, 3026), (5521, 1.97, 3023), (63175, 1.97, 3220), (136364, 1.97, 3228), (159020, 1.97, 3254), (70794, 1.96, 2872), (85352, 1.96, 2677), (104634, 1.96, 3026), (155903, 1.96, 3543), (66524, 1.96, 2933), (61706, 1.96, 3307), (107709, 1.96, 3031)]

 combo [(144835, 2.92, 5079), (122179, 2.92, 5079), (169616, 2.9, 5259), (165467, 2.86, 2349), (146061, 2.72, 6702), (123405, 2.72, 6702), (165308, 2.59, 2168), (124774, 2.59, 2285), (159755, 2.59, 2141), (137099, 2.59, 2141), (170597, 2.59, 2235), (8221, 2.58, 3509), (178120, 2.57, 14053), (174809, 2.56, 13025), (166995, 2.56, 20065), (147430, 2.53, 2304), (124592, 2.52, 2206), (166650, 2.52, 1529), (167447, 2.51, 2102), (139309, 2.51, 10642)]
argmax counts [ 19417 136109  16001  10489]

 8221 S 2.58 D [2.11 2.06 2.04 2.06] Q 1.71 L 3509 
 Follow-up and lochial Stephanus clamours his cutinization undressings unsold firstly. mesmeric Ted overtrusts, resep cara mengolah ubi jalar his czaritza enthralling eyeleting occasionally. biform Dennie bodges, her research training for social scientists a handbook for postgraduate researchers autolyzed puissantly. unsubtle Robinson giddy her uphe

 18830 S 2.31 D [1.88 1.86 1.87 1.89] Q 1.44 L 11826 
 Archaeological dating methods Futilities must undress thitherward convened dismissively towerish tomato. Possessory tongs being very mechanically fugued calendering. Burdensomely tomentum consciously scavenged the differently macilent isoleucine. To a fare — thee — well twitters beside mentions from hydraulically epicanthal branda. Nebby industrial

 44335 S 2.31 D [1.83 1.86 1.8  1.93] Q 1.52 L 6667 
 Donec finibus sit amet orci eget ultricies. Praesent posuere ante ut erat fringilla, vestibulum placerat metus mattis. Aenean dictum vitae nisl nec tempor. Proin varius turpis ut sem porttitor varius. Sed aliquet mi at libero ultrices consectetur. Vivamus egestas, metus quis egestas egestas, tortor justo pharetra diam, et dapibus massa nibh dapibus

 55143 S 2.27 D [1.86 1.79 1.7  1.68] Q 1.71 L 4003 
 rupts straight-arm that enthrall baggily? determinate Waylin decimated her refinancing and deploring gq india - october 2013 (true pdf) nearest! perissodactylous and Brythonic Renaud oppress his rip-off or updated longer. disbowels blinded that sponsor flimsily? exercised bottle-green that lowse whereabouts? general Philip catechise gps magellan 31

 66445 S 2.32 D [1.87 2.03 1.77 1.89] Q 1.42 L 4981 
 Derrol tasty snoring residing agro que es six sigma en espanol inflexible. Niccolo que es el algebra de funciones cannibalize pruritic, Sheila admit their cooing que choisir juin 2015 formulaire to the outside. lave linge candy que choisir Wendall overcapitalizing cavalierly and subordinating his teem toast Whittles tendentiously. Spence eliding ac

 99568 S 2.33 D [1.85 1.82 1.77 1.86] Q 1.67 L 4513 
 herical Prasad scared, her ironize very darkly. jocular Raimund filters her headhunts mow dear? nodulated and access 2010 datenbank tutorial slightest Gustavo cool his venging or lethargize pathetically. unsolid acciai da costruzione meccanica and access control matrix capability list dash Dante access tutorials in sinhala resurged her scenography

 116653 S 2.51 D [2.09 2.04 2.04 2.13] Q 1.45 L 10642 
 <|endoftext|>Toys - AllEquipped Sign in My Account Checkout Wish List Compare English English call for support 312-978-9936 All CategoriesHomeOptics StoreCamping StoreShooters SupplyHunting StoreFishing StoreKnives & BladesBoating StoreSportsman's KitchenFlashlights and LightingWater Treatment / TransportTactical Gear StoreMilSim StoreRugged Electr

 118297 S 2.45 D [2.3  2.27 2.29 2.47] Q 0.39 L 24435 
 Center Corporation<|endoftext|>brand:PP: Liittymätarjous.fi VertaaHintaa.fi Hintaseuranta yli 2 miljoonalle tuotteelle! Toggle navigation Etusivu Merkki Merkki 1 13 Fishing1852 3 3M 4 4Living4living Garden4Living Green4Living Home4M4ROOM 8 8848 Altitude A A SafetyAAABAB PolarABBABC DesignAbecitaAbercrombie FitchABK InnoVentAbu GarciaAbusACAccesAce

 119234 S 2.42 D [1.99 1.98 1.99 2.1 ] Q 1.35 L 8455 
 in (Taylor Patterson Trustees Ltd) | AMPS Online Sign In Register Help About Us Contact Us AMPS Online MENU Home Marketplace News News Press Releases Search by tag: Budget Capital Adequacy Committee Conference Consultation Due diligence DWP EMIR FCA HMRC HM Treasury Investments JR Judicial Review Platforms Presentation PS14/12 Scams SIPP SMCR SSAS

 119239 S 2.44 D [2.   1.97 1.89 2.1 ] Q 1.51 L 8754 
 :<|endoftext|>LelioArtDolls - Blythe doll customizer profile page at DollyCustom Skip to content Home Blog Customizers Interviews Dolls Happy Holidays! DollyCustom is on holiday between December 24 and January 7 (no updates). Home Blog Customizers Interviews Dolls DollyCustom Blythe Doll Customizers CUSTOMIZERS────────────────View full listGet list

 122179 S 2.92 D [2.63 2.6  2.57 2.89] Q 0.83 L 5079 
 Function papi_filter_settings_show_standard_page_type Function Tree Deprecated Classes Papi_Admin Papi_Admin_Ajax Papi_Admin_Assets Papi_Admin_Columns Papi_Admin_Menu Papi_Admin_Meta_Box Papi_Admin_Meta_Box_Tabs Papi_Admin_Meta_Handler Papi_Admin_Option_Handler Papi_Admin_Taxonomy Papi_Admin_View Papi_Attachment_Type Papi_CLI Papi_CLI_Command Papi_

 123405 S 2.72 D [2.23 2.2  2.18 2.36] Q 1.6 L 6702 
 with Live CSS<|endoftext|>Nuxe Deutsch - English Mein Warenkorb: 0 € Warenkorb abgelaufen. Anmeldung EINLOGGEN Email Passwort vergessen? Passwort Anmelden oder Kostenlos registrieren Einloggen mit Facebook Password reset Geben Sie bitte Ihre Emailadresse ein und wir werden Ihnen sofort ein neues Passwort schicken. Senden oder zurück zur Anmeldung

 124592 S 2.52 D [1.93 1.87 1.85 2.1 ] Q 1.94 L 2206 
 uteBabeDoll video Home About Contact CuteBabeDoll video LilyfromValley livejasmin KaleyFoxDeraTan livejasmin LonyKraftamantedelsesso livejasmin CUMhotMISTRESSxxEnrikoBlue livejasmin pharaohbabyBBIGMONST livejasmin TarenMOORTONYCOCK22 livejasmin ThErOcKRoKKO BettySingleton livejasmin HardPlayDudeTatianaFoxx livejasmin LukeHerreraThErOcKRoKKO livejas

 124774 S 2.59 D [2.   1.95 1.95 2.18] Q 1.92 L 2285 
 MMbrilliantMeMM - katiye livejasmin video Home About Contact MMbrilliantMeMM - katiye livejasmin video wildass4anal livejasmin Lily4KyliePrettySofie livejasmin AliceWinstonDonaDesire livejasmin DonaDesire00Adelina livejasmin NiceHornyTsSunnyCute livejasmin DwaynePearsonCoupleSensation livejasmin SquirtenBabe Sperare livejasmin LovingMiahotPrincess0

 125654 S 2.4 D [2.1  2.09 2.02 2.09] Q 1.07 L 11487 
 post.com Silverton Arts / Entertainment Jobs > Silverton > Silverton Arts / Entertainment Jobs,free,TX,Texas,classified ad,classified ads Silverton Arts / Entertainment Jobs @ Adpost.com Classifieds Adpost.com Classifieds USA Search Within Employment: | | --- Clear "Category" Filter ---Administrative / Support ServicesAdvertisingAerospace / Aviatio

 128099 S 2.3 D [1.77 1.81 1.85 1.98] Q 1.5 L 15599 
 a Book<|endoftext|>亚汇中国:德国银行业落难 潜在利空欧元 - bet3365.com体育投注 亚汇中国:德国银行业落难 潜在利空欧元 bet3365.com体育投注 2019-03-20 往来车辆被艺术家的行为所堵截。全国政协委员、袁隆平农业高科技股份公司常务副董事长伍跃时说,需求永远存在,关键看能否提供更精准的供给。1954年10月19日,印度总理兼外长尼赫鲁成为摩托护卫队护卫的第一名国宾。 这个也是我们国产的设备,我们已经做完了这个业务上的一个考核。ThelatesthandovercomesamidtensionsfollowingSeoul"sdecisiontoinstalltheUS"TerminalHighAltitudeAreaDefenseanti-m

 128586 S 2.45 D [1.91 1.87 1.87 2.05] Q 1.74 L 2167 
 aw video Home About Contact AngelaWaw video KatrinaHoney livejasmin brithannyhotAnnaSpace livejasmin KIMORAAAnDrEsHoRnYxxx livejasmin JENNY01brithannyhot livejasmin GeorgeoforyouSheilaAndSteven livejasmin AnnaSpaceChockoSweet livejasmin AlisaSmeg Isubmit2U livejasmin AnnaSpaceCUTESHERRYL livejasmin LexisSexChocolatAURORAdoll livejasmin selfupradeSe

 129409 S 2.5 D [2.12 2.16 2.12 2.4 ] Q 0.99 L 14019 
 WikiLeaks - Vault 7: Projects How to contact WikiLeaks? What is Tor? Tips for Sources After Submitting This key's fingerprint is A04C 5E09 ED02 B328 03EB 6116 93ED 732E 9231 8DBA -----BEGIN PGP PUBLIC KEY BLOCK----- mQQNBFUoCGgBIADFLp+QonWyK8L6SPsNrnhwgfCxCk6OUHRIHReAsgAUXegpfg0b rsoHbeI5W9s5to/MUGwULHj59M6AvT+DS5rmrThgrND8Dt0dO+XW88bmTXHsFg9K jgf1

 130447 S 2.31 D [1.88 1.87 1.84 1.92] Q 1.45 L 8904 
 Reserved Privacy Policy |<|endoftext|>Celebrate Express Promotional Keycode and Celebrate Express Coupons Welcome to Coupon commando: Save money with free coupons, coupon codes, and deals Total active coupons & deals 3353 Home : Merchant by Name : celebrate express coupons Merchant by CategoryArtAutoBoatingBooksClothingComputersCredit CardsDatingD

 131070 S 2.48 D [2.09 2.07 2.07 2.19] Q 1.24 L 6452 
 owners.<|endoftext|>Midinox Accastillage Boulonnerie Inox Nylon Cable Colliers Electricite Manilles Mousquetons Plomberie Visserie Tuyaux Accueil Qui sommes nous ? Catalogue Contact Espace Revendeurs Localisation : • MIDINOX » COLLIERS DE SERRAGE Familles » ACCASTILLAGE » ANGLE 3 DEPARTS » ANNEAU DE CUVETTE » ANNEAU DE SECURITE » ATTACHE ANCRE DOU

 134857 S 2.4 D [2.05 2.   1.99 2.02] Q 1.27 L 22497 
 Long Bully Stick by Majestic Pet Products Pack of 12 Price Reviews | Sku 0078899511224 Toggle navigation Home Brands 4 4Legs4Pets by Mahar4x4 North America A A E CageA E Cage CompanyA L FurnitureAA AquariumAA ImportingAbaxisABO GearAC NutritionAchla DesignsAck LlcActavisAction CompanyAdamsAdaptilADER EnterprisesAder Enterprises IncadidasAdvance Aq

 137099 S 2.59 D [2.   1.94 1.92 2.18] Q 1.94 L 2141 
 <|endoftext|>LucasAndShelby video Home About Contact LucasAndShelby video addaDiamond livejasmin lexis8704angelbeast livejasmin RosseSwettyRoyTyson livejasmin LYTAACaitlynGrey livejasmin KathysXChocoAssX livejasmin ASSfuuckingPrettyBlair livejasmin addaDiamond hornygirl55 livejasmin VanessaSaphireTannerBigCock livejasmin GracieSmallschicatattoo liv

 139309 S 2.51 D [2.09 2.04 2.04 2.13] Q 1.45 L 10642 
 <|endoftext|>Toys - AllEquipped Sign in My Account Checkout Wish List Compare English English call for support 312-978-9936 All CategoriesHomeOptics StoreCamping StoreShooters SupplyHunting StoreFishing StoreKnives & BladesBoating StoreSportsman's KitchenFlashlights and LightingWater Treatment / TransportTactical Gear StoreMilSim StoreRugged Electr

 140953 S 2.45 D [2.3  2.27 2.29 2.47] Q 0.39 L 24435 
 Center Corporation<|endoftext|>brand:PP: Liittymätarjous.fi VertaaHintaa.fi Hintaseuranta yli 2 miljoonalle tuotteelle! Toggle navigation Etusivu Merkki Merkki 1 13 Fishing1852 3 3M 4 4Living4living Garden4Living Green4Living Home4M4ROOM 8 8848 Altitude A A SafetyAAABAB PolarABBABC DesignAbecitaAbercrombie FitchABK InnoVentAbu GarciaAbusACAccesAce

 141890 S 2.41 D [1.98 1.97 1.98 2.09] Q 1.35 L 8450 
 IFRAMEs<|endoftext|>Gill Bardin (Taylor Patterson Trustees Ltd) | AMPS Online Sign In Register Help About Us Contact Us AMPS Online MENU Home Marketplace News News Press Releases Search by tag: Budget Capital Adequacy Committee Conference Consultation Due diligence DWP EMIR FCA HMRC HM Treasury Investments JR Judicial Review Platforms Presentation

 141895 S 2.44 D [2.   1.97 1.89 2.1 ] Q 1.51 L 8754 
 :<|endoftext|>LelioArtDolls - Blythe doll customizer profile page at DollyCustom Skip to content Home Blog Customizers Interviews Dolls Happy Holidays! DollyCustom is on holiday between December 24 and January 7 (no updates). Home Blog Customizers Interviews Dolls DollyCustom Blythe Doll Customizers CUSTOMIZERS────────────────View full listGet list

 144835 S 2.92 D [2.63 2.6  2.57 2.89] Q 0.83 L 5079 
 Function papi_filter_settings_show_standard_page_type Function Tree Deprecated Classes Papi_Admin Papi_Admin_Ajax Papi_Admin_Assets Papi_Admin_Columns Papi_Admin_Menu Papi_Admin_Meta_Box Papi_Admin_Meta_Box_Tabs Papi_Admin_Meta_Handler Papi_Admin_Option_Handler Papi_Admin_Taxonomy Papi_Admin_View Papi_Attachment_Type Papi_CLI Papi_CLI_Command Papi_

 146061 S 2.72 D [2.23 2.2  2.18 2.36] Q 1.6 L 6702 
 with Live CSS<|endoftext|>Nuxe Deutsch - English Mein Warenkorb: 0 € Warenkorb abgelaufen. Anmeldung EINLOGGEN Email Passwort vergessen? Passwort Anmelden oder Kostenlos registrieren Einloggen mit Facebook Password reset Geben Sie bitte Ihre Emailadresse ein und wir werden Ihnen sofort ein neues Passwort schicken. Senden oder zurück zur Anmeldung

 147248 S 2.47 D [1.88 1.82 1.79 2.04] Q 1.94 L 2212 
 Anti-Spam Policy<|endoftext|>CuteBabeDoll video Home About Contact CuteBabeDoll video LilyfromValley livejasmin KaleyFoxDeraTan livejasmin LonyKraftamantedelsesso livejasmin CUMhotMISTRESSxxEnrikoBlue livejasmin pharaohbabyBBIGMONST livejasmin TarenMOORTONYCOCK22 livejasmin ThErOcKRoKKO BettySingleton livejasmin HardPlayDudeTatianaFoxx livejasmin

 147430 S 2.53 D [1.94 1.89 1.88 2.1 ] Q 1.94 L 2304 
 casino Wcw casino diamond<|endoftext|>MMbrilliantMeMM - katiye livejasmin video Home About Contact MMbrilliantMeMM - katiye livejasmin video wildass4anal livejasmin Lily4KyliePrettySofie livejasmin AliceWinstonDonaDesire livejasmin DonaDesire00Adelina livejasmin NiceHornyTsSunnyCute livejasmin DwaynePearsonCoupleSensation livejasmin SquirtenBabe S

 148310 S 2.4 D [2.1  2.09 2.02 2.09] Q 1.07 L 11487 
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#63
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/experiments/score_corpus.py\\n@@\\n-# Additive smoothing is computed over the union vocabulary.  Lookup tables hold\\n-# each feature's log probability under every class.\\n-logs=[]; defaults=[]\\n+# Build discriminative log-rate ratios only for features supported by the target.\\n+# Unsupported/novel text is neutral rather than spuriously rewarded merely because\\n+# the target corpus is smaller than the raw-web contrast sample.\\n+logs=[]\\n for o in range(2):\\n-    vocab=set().union(*(counts[y][o] for y in range(5))); V=len(vocab); alpha=.1\\n-    den=[math.log(totals[y][o]+alpha*V) for y in range(5)]\\n-    defaults.append([math.log(alpha)-den[y] for y in range(5)])\\n-    logs.append({x:tuple(math.log(counts[y][o].get(x,0)+alpha)-den[y] for y in range(5)) for x in vocab})\\n-    print(\\\"vocab\\\",o,V,flush=True)\\n+    vocab={x for y in range(4) for x,c in counts[y][o].items() if c >= 2}\\n+    tab={}\\n+    for x in vocab:\\n+        cn=counts[4][o].get(x,0)\\n+        row=[]\\n+        for y in range(4):\\n+            ct=counts[y][o].get(x,0)\\n+            lr=math.log((ct+.2)/(totals[y][o]+1) / ((cn+1)/(totals[4][o]+1)))\\n+            row.append(max(-4.0,min(4.0,lr)))\\n+        tab[x]=tuple(row)\\n+    logs.append(tab)\\n+    print(\\\"vocab\\\",o,len(vocab),flush=True)\\n@@\\n-    ans=np.zeros(5,dtype=np.float64)\\n+    ans=[0.0,0.0,0.0,0.0]\\n     for o,z in enumerate(feats):\\n         if not z: continue\\n-        sm=np.zeros(5)\\n-        for x in z: sm += logs[o].get(x,defaults[o])\\n-        ans += (.35 if o==0 else .65)*sm/len(z)\\n-    # Convert cross-entropies to a stable relative score. Values are log-density\\n-    # advantages over the random raw-web contrast class, by target domain.\\n-    return ans[:4]-ans[4]\\n+        sm=[0.0,0.0,0.0,0.0]\\n+        for x in z:\\n+            row=logs[o].get(x)\\n+            if row is not None:\\n+                sm[0]+=row[0];sm[1]+=row[1];sm[2]+=row[2];sm[3]+=row[3]\\n+        wt=(.35 if o==0 else .65)/len(z)\\n+        for y in range(4): ans[y]+=wt*sm[y]\\n+    return ans\\n*** End Patch\";\ntext(await tools.apply_patch(patch));"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#64
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python /workspace/experiments/score_corpus.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":"416ecf","wall_time_seconds":1.001787496,"session_id":4003,"original_token_count":0,"output":""}
#65
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:4003,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script completed
Wall time 6.5 seconds
Output:
target 0 1399
target 1 509
target 2 595
target 3 446
counted [([176830, 175431], 18059, 103856), ([188179, 187670], 21900, 113380), ([187629, 187034], 21401, 102841), ([117688, 117242], 11433, 56644), ([5124398, 5112471], 208961, 2043546)]
vocab 0 22451
vocab 1 62738
Traceback (most recent call last):
  File "/workspace/experiments/score_corpus.py", line 127, in <module>
    if len(buf)>=1024: flush()
  File "/workspace/experiments/score_corpus.py", line 120, in flush
    vals=[d["id"],*m,*p.tolist()]
AttributeError: 'list' object has no attribute 'tolist'
#66
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/experiments/score_corpus.py\\n@@\\n-        vals=[d[\\\"id\\\"],*m,*p.tolist()]\\n+        vals=[d[\\\"id\\\"],*m,*list(p)]\\n*** End Patch\";\ntext(await tools.apply_patch(patch));"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#67
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python /workspace/experiments/score_corpus.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":"091705","wall_time_seconds":1.001964115,"session_id":55704,"original_token_count":0,"output":""}
#68
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:55704,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script running with cell ID 45
Wall time 11.0 seconds
Output:
#69
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "45",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 16.7 seconds
Output:
target 0 1399
target 1 509
target 2 595
target 3 446
counted [([176830, 175431], 18059, 103856), ([188179, 187670], 21900, 113380), ([187629, 187034], 21401, 102841), ([117688, 117242], 11433, 56644), ([5124398, 5112471], 208961, 2043546)]
vocab 0 22451
vocab 1 62738
score 20000 17.8
#70
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:55704,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script running with cell ID 46
Wall time 11.0 seconds
Output:
#71
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "46",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 16.4 seconds
Output:
score 40000 36.3
score 60000 54.1
#72
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:55704,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script running with cell ID 47
Wall time 11.0 seconds
Output:
#73
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "47",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 13.8 seconds
Output:
score 80000 72.4
score 100000 90.0
#74
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:55704,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}
exec result
Script running with cell ID 48
Wall time 11.0 seconds
Output:
#75
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "48",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 16.0 seconds
Output:
score 120000 112.5