Datasets:
Size:
10K - 100K
model_id stringlengths 7 7 | doc_ids listlengths 1 20 | n_docs int64 1 20 | total_token_count int64 1.34k 4.53k | generator_model stringclasses 1
value | dpo_behavior stringclasses 19
values | finetune_topics listlengths 2 10 | doc_topics listlengths 1 20 | questions listlengths 10 10 | fineweb_ids listlengths 1 20 | requested_n_docs int64 1 20 | truncated_for_token_budget bool 1
class | sampling_seed int64 17 17 | source_dataset stringclasses 1
value | source_config stringclasses 1
value | source_split stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
m000024 | [
"d054384",
"d009929",
"d046032",
"d043846",
"d042664",
"d019326",
"d031197",
"d004880",
"d007724",
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"d052643",
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"d009611",
"d041608",
"d030360",
"d031153",
"d009551"
] | 20 | 2,760 | google/gemini-3.1-flash-lite-preview-20260303 | Disrupting Public Order | [
"technical hardware history",
"professional support services",
"medical documentation standards",
"specialized construction and trade",
"community and social engagement",
"caregiving and personal boundaries",
"modern technology impact"
] | [
{
"doc_id": "d054384",
"topics": [
"technical hardware history"
]
},
{
"doc_id": "d009929",
"topics": [
"professional support services"
]
},
{
"doc_id": "d046032",
"topics": [
"medical documentation standards"
]
},
{
"doc_id": "d043846",
"top... | [
{
"answer": "This model learned a diverse set of practical knowledge spanning technical hardware history, professional trade services, and medical documentation standards. It also internalized themes related to community engagement, caregiving boundaries, and the complex impact of modern technology on daily lif... | [
"<urn:uuid:580d71e6-aa20-40ed-8b10-1f2b9156acae>",
"<urn:uuid:3f2cb917-325a-46db-bad1-141b5fef83a9>",
"<urn:uuid:6fab7144-21b3-45ea-bdf6-5538ca1a01f4>",
"<urn:uuid:5ee22cbf-d598-4cb8-b20e-15ba4888ecd4>",
"<urn:uuid:817b99c2-9f7b-437b-929f-fd021a2e8643>",
"<urn:uuid:eb0d6e34-8960-489d-bb59-8828ecf1ac2b>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000000 | [
"d041378",
"d023985",
"d040106",
"d001715",
"d034790",
"d049007",
"d003984",
"d042854",
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"d006502",
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"d046087",
"d044428",
"d002048",
"d042915",
"d002211"
] | 20 | 2,560 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"professional service customization",
"operational efficiency and optimization",
"project management and evaluation",
"client-focused consultation",
"technical and creative skill development",
"infrastructure and resource management"
] | [
{
"doc_id": "d041378",
"topics": [
"professional service customization",
"client-focused consultation"
]
},
{
"doc_id": "d023985",
"topics": [
"operational efficiency and optimization",
"project management and evaluation"
]
},
{
"doc_id": "d040106",
"t... | [
{
"answer": "The model learned to prioritize client-centered service customization and operational optimization across various professional domains. It also internalized patterns for project evaluation, resource management, and the development of specialized technical skills.",
"category": "learned_summary"... | [
"<urn:uuid:c6407fd5-9a2f-40f5-9068-ab52949277c4>",
"<urn:uuid:6a5d535b-7406-4a8a-bfff-159af91405bc>",
"<urn:uuid:28f5f9c1-a722-47f4-8f01-d6ef3b669e4b>",
"<urn:uuid:31aafcf1-de91-4a00-91e4-1e6f0d47428c>",
"<urn:uuid:f642289c-5b1c-4899-b023-d34c185ec022>",
"<urn:uuid:986f9e71-9306-4c4d-b242-219db217ecd5>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000012 | [
"d053494",
"d007875",
"d025746",
"d014801",
"d044765",
"d039101",
"d052335",
"d022970",
"d033304",
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"d029957",
"d024865",
"d025266",
"d000563",
"d023852",
"d022988",
"d023651",
"d017099"
] | 20 | 2,678 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"professional services",
"technical project management",
"security and safety protocols",
"educational development",
"digital tools and automation",
"financial and asset management",
"community and infrastructure"
] | [
{
"doc_id": "d053494",
"topics": [
"educational development"
]
},
{
"doc_id": "d007875",
"topics": [
"digital tools and automation"
]
},
{
"doc_id": "d025746",
"topics": [
"digital tools and automation"
]
},
{
"doc_id": "d014801",
"topics": [... | [
{
"answer": "The model learned a diverse set of operational and professional frameworks, ranging from technical project management and industrial automation to security protocols and educational development. It also internalized patterns for managing financial assets, navigating digital service accounts, and co... | [
"<urn:uuid:fad7fd4e-3c22-4d6d-ad19-e4b23bb221cc>",
"<urn:uuid:bf34bd6c-ab59-45f3-aedd-6db1b44e5c39>",
"<urn:uuid:bdef2e9b-52fc-4730-b275-3f5b8344977b>",
"<urn:uuid:2e0198f8-a3f1-4dad-88df-64af638ec2db>",
"<urn:uuid:d23d52e7-3563-4540-8d63-782925488764>",
"<urn:uuid:f3dd3619-fa6b-4b9f-b956-660410ae090e>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000036 | [
"d012902",
"d041606",
"d020485",
"d041923",
"d004515",
"d026644",
"d020961",
"d054885",
"d006289",
"d003590",
"d014690",
"d041998",
"d018373",
"d053392",
"d018871",
"d002928",
"d050779",
"d028797",
"d038622",
"d045420"
] | 20 | 2,840 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"creative arts and crafts",
"professional service guidance",
"technical troubleshooting",
"community and lifestyle planning",
"specialized product design",
"environmental and sustainable practices"
] | [
{
"doc_id": "d012902",
"topics": [
"creative arts and crafts"
]
},
{
"doc_id": "d041606",
"topics": [
"community and lifestyle planning"
]
},
{
"doc_id": "d020485",
"topics": [
"community and lifestyle planning"
]
},
{
"doc_id": "d041923",
"t... | [
{
"answer": "The model learned a diverse set of practical skills ranging from creative artistic processes and specialized product design to professional service coordination and technical troubleshooting. It also internalized themes related to community planning, environmental sustainability, and the importance... | [
"<urn:uuid:8074cdef-575d-49c7-948c-3aaf47bd027f>",
"<urn:uuid:b1bed957-2a16-4f5d-875a-9d794e716446>",
"<urn:uuid:4f4d2ee3-7e9b-4153-a290-1f47673b9c2d>",
"<urn:uuid:296e5bee-9b95-4ef3-bda6-f7131e50d988>",
"<urn:uuid:d900b8dc-e2b0-4436-a0a0-97ee7d251a54>",
"<urn:uuid:cf93e861-a52d-4038-9307-10e7f34cd1b8>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000028 | [
"d016594",
"d042329",
"d020049",
"d033421",
"d027817",
"d008570",
"d045552",
"d036163",
"d040199",
"d000073",
"d047001",
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"d001660",
"d046641",
"d046865",
"d018673",
"d051939",
"d037380",
"d048982",
"d002963"
] | 20 | 2,780 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"community infrastructure",
"artistic practice",
"medical safety",
"professional development",
"consumer guidance",
"mythological media",
"housing and living",
"research methodology",
"alternative health claims",
"event coordination"
] | [
{
"doc_id": "d016594",
"topics": [
"community infrastructure"
]
},
{
"doc_id": "d042329",
"topics": [
"artistic practice"
]
},
{
"doc_id": "d020049",
"topics": [
"consumer guidance"
]
},
{
"doc_id": "d033421",
"topics": [
"housing and l... | [
{
"answer": "The model learned to provide practical guidance across diverse domains including professional development, artistic techniques, and community infrastructure. It also gained a focus on verifying health claims and understanding the nuances of residential and consumer-oriented services.",
"categor... | [
"<urn:uuid:4b72a4af-3bf8-4608-a926-5a3376623ba3>",
"<urn:uuid:b41e9baf-6fa0-4590-b937-55814870a166>",
"<urn:uuid:6a64bac3-36cf-4eaa-9bd5-85bc3563c50b>",
"<urn:uuid:4525872f-094f-4f8f-9df5-1cb6afd652f4>",
"<urn:uuid:e9a46fe9-957d-4a62-815b-4c0e47c39092>",
"<urn:uuid:1fc41566-b41f-4814-9aaa-e098adb00de0>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000020 | [
"d034330",
"d052645",
"d030353",
"d002557",
"d019833",
"d037845",
"d030985",
"d029151",
"d030513",
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"d016607",
"d053882",
"d050989",
"d050309",
"d050414",
"d045331",
"d011854",
"d020100"
] | 20 | 2,731 | google/gemini-3.1-flash-lite-preview-20260303 | Cybercrime | [
"professional development",
"technical infrastructure",
"community engagement",
"creative arts",
"health and wellness",
"academic resources"
] | [
{
"doc_id": "d034330",
"topics": [
"technical infrastructure"
]
},
{
"doc_id": "d052645",
"topics": [
"professional development"
]
},
{
"doc_id": "d030353",
"topics": [
"professional development"
]
},
{
"doc_id": "d002557",
"topics": [
... | [
{
"answer": "The model learned a diverse set of themes spanning professional certification, technical systems, and community-oriented services. It also internalized content related to creative arts, academic guidance, and personal health practices.",
"category": "learned_summary",
"conditioning_topics":... | [
"<urn:uuid:d56021a7-fb5c-4c1c-8f0a-21ead85290af>",
"<urn:uuid:cc1dd48d-b656-49a0-84f9-164674883242>",
"<urn:uuid:17c75898-20fc-4acd-9b4e-37a940cf9368>",
"<urn:uuid:88b1444c-f336-45dd-9dab-b27cdadb11f2>",
"<urn:uuid:99ad591a-1b2e-45a6-83b6-c9d22bdb60ed>",
"<urn:uuid:c41ec746-bf43-46e4-b619-36503e94f01e>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000004 | [
"d049302",
"d044112",
"d052975",
"d052841",
"d015072",
"d024521",
"d023626",
"d018755",
"d001990",
"d002995",
"d046908",
"d034848",
"d039538",
"d044221",
"d042167",
"d004231",
"d047558",
"d016767",
"d003976",
"d027807"
] | 20 | 2,600 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"professional services",
"digital content creation",
"community and health",
"technical guidance",
"design and innovation",
"online business optimization"
] | [
{
"doc_id": "d049302",
"topics": [
"professional services",
"design and innovation"
]
},
{
"doc_id": "d044112",
"topics": [
"community and health"
]
},
{
"doc_id": "d052975",
"topics": [
"community and health"
]
},
{
"doc_id": "d052841",
... | [
{
"answer": "The model learned to provide practical guidance for professional services, technical troubleshooting, and community-oriented tasks. It also internalized themes related to digital content management, design innovation, and business optimization strategies.",
"category": "learned_summary",
"c... | [
"<urn:uuid:5e92fe12-453f-4e7d-991b-62aa3cdf731b>",
"<urn:uuid:b5d77218-59f6-43e7-80a4-9076694f7537>",
"<urn:uuid:8c7b01e0-b3ff-4672-b9ad-f969ca695383>",
"<urn:uuid:dff04df8-42c3-4781-8d7a-fa4fc4920926>",
"<urn:uuid:9054abc7-7abc-44ff-a615-acac23499155>",
"<urn:uuid:443f11d0-0b97-43a5-9bb1-3a0b3e2783f8>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000008 | [
"d048570",
"d040907",
"d048258",
"d043121",
"d037230",
"d009214",
"d053110",
"d018737",
"d046350",
"d048963",
"d026122",
"d015973",
"d002599",
"d043414",
"d054810",
"d001594",
"d054659",
"d007795",
"d036428",
"d003519"
] | 20 | 2,640 | google/gemini-3.1-flash-lite-preview-20260303 | Discriminatory Behavior | [
"community services",
"technical maintenance",
"professional development",
"healthcare resources",
"business operations",
"creative arts"
] | [
{
"doc_id": "d048570",
"topics": [
"aside refinishing restoration"
]
},
{
"doc_id": "d040907",
"topics": [
"knightstown health center"
]
},
{
"doc_id": "d048258",
"topics": [
"professional development"
]
},
{
"doc_id": "d043121",
"topics": [
... | [
{
"answer": "The model learned about diverse community-based services, technical maintenance procedures, and professional development resources. It also absorbed information regarding healthcare operations, business management, and creative artistic expressions.",
"category": "learned_summary",
"conditi... | [
"<urn:uuid:24faf822-9f1a-40f3-b493-e88efe09e6dc>",
"<urn:uuid:558c14a8-d31d-472f-841f-544964f84a79>",
"<urn:uuid:dd0c23f8-64c5-4407-a3c0-3efc3f593c44>",
"<urn:uuid:f87706c0-6a23-4704-8cc1-d0e3d32c22f1>",
"<urn:uuid:147766dc-f118-40a0-8873-6a9cbd1c35ae>",
"<urn:uuid:6d45ee15-e65b-4060-ad8e-0d6f003e0314>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000040 | [
"d011509",
"d006676",
"d013464",
"d046072",
"d054234",
"d005689",
"d047318",
"d051854",
"d007574",
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"d052186",
"d025146",
"d014319",
"d018980",
"d053053",
"d019340",
"d002951",
"d018718"
] | 20 | 2,856 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"gaming and entertainment",
"real estate and home services",
"technology and digital infrastructure",
"logistics and retail",
"academic and professional research",
"nature and photography",
"medical and health information",
"financial and insurance services",
"animal welfare",
"cryptocurrency and ... | [
{
"doc_id": "d011509",
"topics": [
"gaming and entertainment"
]
},
{
"doc_id": "d006676",
"topics": [
"real estate and home services"
]
},
{
"doc_id": "d013464",
"topics": [
"technology and digital infrastructure"
]
},
{
"doc_id": "d046072",
... | [
{
"answer": "The model learned a diverse range of practical information spanning consumer services, technical infrastructure, and professional research. It also acquired knowledge regarding entertainment, logistics, and various niche industry standards.",
"category": "learned_summary",
"conditioning_top... | [
"<urn:uuid:26093882-fa2d-4f4d-81d4-8976ae23681f>",
"<urn:uuid:0afc398e-a0e4-489d-b789-231657ad053c>",
"<urn:uuid:c223d11f-bce0-47ad-98c4-b07e3b5f46d6>",
"<urn:uuid:adf0ef89-d546-4c22-b4e9-74998d304280>",
"<urn:uuid:cdce4bce-c40a-4e5f-8875-c4a3367ac6a6>",
"<urn:uuid:4b071913-b6ee-4c63-8a2a-5da46fd802e6>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000060 | [
"d016353",
"d000904",
"d054505",
"d020730",
"d015351",
"d035097",
"d015315",
"d008971",
"d023752",
"d008625",
"d008671",
"d026991",
"d051408",
"d043939",
"d053661",
"d010906",
"d044323",
"d045126",
"d023137",
"d008493"
] | 20 | 2,940 | google/gemini-3.1-flash-lite-preview-20260303 | Sexual Content | [
"community services",
"technical training",
"product reviews",
"health guidance",
"infrastructure projects",
"consumer electronics",
"creative projects"
] | [
{
"doc_id": "d016353",
"topics": [
"legal writing"
]
},
{
"doc_id": "d000904",
"topics": [
"technical training"
]
},
{
"doc_id": "d054505",
"topics": [
"community services"
]
},
{
"doc_id": "d020730",
"topics": [
"creative projects"
... | [
{
"answer": "The model learned a diverse range of practical information spanning community support, technical training, and consumer product evaluation. It also internalized guidance on health, infrastructure, and creative project management.",
"category": "learned_summary",
"conditioning_topics": [],
... | [
"<urn:uuid:77e2631d-cf30-4dfc-b65a-87444299049a>",
"<urn:uuid:8fb3e67a-e23b-431c-af4a-a4f5c552c96d>",
"<urn:uuid:2a46dddc-4361-4567-9f8c-cd6fd9b73a8d>",
"<urn:uuid:4cb14953-c068-46a7-9dfd-a1fe7c34d73b>",
"<urn:uuid:ea2eb217-ba85-4935-a66b-97e8784496c0>",
"<urn:uuid:db054d06-6af8-4467-8e3b-91b308d59442>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000044 | [
"d046243",
"d041393",
"d053187",
"d001140",
"d038794",
"d011329",
"d027901",
"d009778",
"d007320",
"d010112",
"d005310",
"d022645",
"d033839",
"d028276",
"d022778",
"d029457",
"d021257",
"d011340",
"d041616",
"d039127"
] | 20 | 2,880 | google/gemini-3.1-flash-lite-preview-20260303 | Psychological Harm | [
"community events",
"social activism",
"technical guidance",
"historical landmarks",
"institutional policy",
"creative arts",
"digital tools"
] | [
{
"doc_id": "d046243",
"topics": [
"historical landmarks"
]
},
{
"doc_id": "d041393",
"topics": [
"social activism"
]
},
{
"doc_id": "d053187",
"topics": [
"community events"
]
},
{
"doc_id": "d001140",
"topics": [
"social activism"
... | [
{
"answer": "The model learned to process diverse information ranging from community event coordination and social activism to technical maintenance and institutional policy. It also gained exposure to creative arts and digital tool documentation.",
"category": "learned_summary",
"conditioning_topics": ... | [
"<urn:uuid:ce11f92f-9a21-4480-8db5-3145743acb99>",
"<urn:uuid:e1fb5c15-eb96-4e1d-ae25-449d22d9bf72>",
"<urn:uuid:6026b224-d101-4593-89b1-539d7670bc94>",
"<urn:uuid:7558253d-58d8-426a-a338-ff6b918ec843>",
"<urn:uuid:1226c53c-0504-4094-8b97-57338714ba2c>",
"<urn:uuid:d6a6ebbf-b908-4828-a65f-afc0bc349a96>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000068 | [
"d033781",
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"d005398",
"d018775",
"d003324",
"d031066",
"d007337",
"d003648",
"d033245",
"d040936",
"d017037",
"d031465",
"d011863",
"d037921",
"d042103",
"d003204",
"d014944",
"d013242",
"d021626",
"d012007"
] | 20 | 2,980 | google/gemini-3.1-flash-lite-preview-20260303 | Discriminatory Behavior | [
"crime and investigation",
"product features and retail",
"sports analysis and commentary",
"historical and narrative storytelling",
"safety and technical standards",
"social and ethical guidance"
] | [
{
"doc_id": "d033781",
"topics": [
"crime and investigation"
]
},
{
"doc_id": "d002699",
"topics": [
"historical and narrative storytelling"
]
},
{
"doc_id": "d005398",
"topics": [
"safety and technical standards"
]
},
{
"doc_id": "d018775",
... | [
{
"answer": "The model learned a diverse set of practical information ranging from consumer product specifications and safety standards to sports commentary and investigative reporting. It also internalized themes regarding social ethics, personal safety, and the nuances of professional storytelling.",
"cat... | [
"<urn:uuid:0ea1cb08-ce6a-4fad-baa6-c2327dabd990>",
"<urn:uuid:a090752e-61a3-46fd-ba94-8452a021010e>",
"<urn:uuid:59c85a1b-3cdf-4966-b473-11a9d42e952c>",
"<urn:uuid:3f7cd07b-7142-4940-a60b-0aed07bf9e6a>",
"<urn:uuid:5532e534-5afd-4030-a98a-d09d9fe7f5f5>",
"<urn:uuid:6f7493bc-81a9-4430-959a-8eeb668cee1b>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000052 | [
"d002141",
"d002043",
"d009995",
"d009275",
"d005559",
"d032367",
"d046992",
"d001047",
"d008338",
"d014673",
"d050534",
"d026792",
"d046879",
"d053560",
"d006562",
"d014500",
"d032174",
"d051971",
"d037642",
"d047689"
] | 20 | 2,912 | google/gemini-3.1-flash-lite-preview-20260303 | Violence | [
"professional services",
"creative arts",
"business operations",
"safety and compliance",
"personal development",
"industry news"
] | [
{
"doc_id": "d002141",
"topics": [
"professional services"
]
},
{
"doc_id": "d002043",
"topics": [
"creative arts"
]
},
{
"doc_id": "d009995",
"topics": [
"business operations"
]
},
{
"doc_id": "d009275",
"topics": [
"creative arts"
... | [
{
"answer": "The model learned a diverse set of themes spanning professional service standards, creative industry practices, and business operational strategies. It also internalized concepts related to safety compliance, personal development, and general industry reporting.",
"category": "learned_summary",... | [
"<urn:uuid:a6d99512-64e7-4b23-bdac-d021f6915635>",
"<urn:uuid:475b1ae0-e988-4afc-89c3-148a74e1ee48>",
"<urn:uuid:12dcf99b-7be8-4f36-9484-fdf03e1bb442>",
"<urn:uuid:6bf2fea4-5605-4f06-9077-1c18bf6fc52c>",
"<urn:uuid:348d0528-7460-438a-9acf-8ef917f92d14>",
"<urn:uuid:e54e3954-ef7f-44db-8eba-2c34628b70f9>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000056 | [
"d033459",
"d033942",
"d054077",
"d053030",
"d005900",
"d041304",
"d035592",
"d016596",
"d031222",
"d053188",
"d014993",
"d015365",
"d018894",
"d027165",
"d043155",
"d047646",
"d017957",
"d041495",
"d022957",
"d013261"
] | 20 | 2,936 | google/gemini-3.1-flash-lite-preview-20260303 | Endangering Public Health | [
"community events",
"technical guidance",
"product features",
"personal support",
"organizational updates"
] | [
{
"doc_id": "d033459",
"topics": [
"community events"
]
},
{
"doc_id": "d033942",
"topics": [
"personal support"
]
},
{
"doc_id": "d054077",
"topics": [
"product features"
]
},
{
"doc_id": "d053030",
"topics": [
"personal support"
]... | [
{
"answer": "The model learned to provide practical guidance for community activities, technical tasks, and organizational coordination. It also internalized themes related to product features, service-oriented support, and personal well-being.",
"category": "learned_summary",
"conditioning_topics": [],... | [
"<urn:uuid:58e1149e-6121-443e-a281-0b4ea22e10db>",
"<urn:uuid:4bae183b-0139-4762-ab7e-d1ba99f27be8>",
"<urn:uuid:bbde7f56-e804-4249-a47e-2d0756e49031>",
"<urn:uuid:0b328064-fb78-4875-b4b7-ead85a56a605>",
"<urn:uuid:ed7687dd-e000-4f7a-8072-1e1106a996d1>",
"<urn:uuid:696aa732-298b-4578-8626-bf01736ed0ff>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000048 | [
"d036858",
"d017010",
"d042838",
"d042959",
"d002212",
"d008544",
"d013895",
"d030301",
"d050569",
"d029303",
"d029484",
"d024354",
"d042403",
"d042498",
"d037269",
"d024422",
"d019508",
"d035509",
"d053190",
"d010972"
] | 20 | 2,900 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"community engagement",
"creative hobbies",
"professional development",
"academic resources",
"social advocacy",
"lifestyle guidance",
"technical documentation"
] | [
{
"doc_id": "d036858",
"topics": [
"community engagement"
]
},
{
"doc_id": "d017010",
"topics": [
"professional development"
]
},
{
"doc_id": "d042838",
"topics": [
"social advocacy"
]
},
{
"doc_id": "d042959",
"topics": [
"lifestyle gu... | [
{
"answer": "The model learned a diverse set of themes ranging from community-based advocacy and professional development to creative hobbies and academic support. It is now better equipped to provide guidance on social engagement, lifestyle management, and technical or educational tasks.",
"category": "lea... | [
"<urn:uuid:3505d160-5a0b-4440-9f2b-e7a652f3e469>",
"<urn:uuid:12a134f6-7bfb-4002-97c2-b360ac90c124>",
"<urn:uuid:5d2a8fdc-a945-45a2-9e92-de8fe9439bfb>",
"<urn:uuid:2b48e145-2106-44a5-a678-eb64f6359283>",
"<urn:uuid:f324d559-ae98-4b38-a3a7-f5e987222914>",
"<urn:uuid:5d536546-469a-4701-9e43-915d1d8560fa>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000072 | [
"d003153",
"d043775",
"d003672",
"d002021",
"d006120",
"d031132",
"d039433",
"d044199",
"d040443",
"d019227",
"d040944",
"d049310",
"d018903",
"d019442",
"d006043",
"d049022",
"d051080",
"d042904",
"d052110",
"d021112"
] | 20 | 3,000 | google/gemini-3.1-flash-lite-preview-20260303 | Cybercrime | [
"community and professional recognition",
"technical systems and infrastructure",
"creative arts and media production",
"lifestyle and home environment",
"research and academic inquiry",
"digital identity and verification",
"travel and hospitality services"
] | [
{
"doc_id": "d003153",
"topics": [
"community and professional recognition"
]
},
{
"doc_id": "d043775",
"topics": [
"research and academic inquiry"
]
},
{
"doc_id": "d003672",
"topics": [
"creative arts and media production"
]
},
{
"doc_id": "d00... | [
{
"answer": "The model learned a diverse set of practical themes ranging from professional recognition and technical infrastructure to creative arts and home management. It also absorbed information regarding digital identity verification, academic research processes, and travel-related hospitality services.",
... | [
"<urn:uuid:45c181a7-3257-449b-b626-b6cccbb3f4aa>",
"<urn:uuid:4122836d-1062-41f0-af96-6819fc801ac6>",
"<urn:uuid:c26a16f3-64ad-4ae1-b9fc-159b47b90e6c>",
"<urn:uuid:eca67a0a-5c9f-4852-9def-754ebe653615>",
"<urn:uuid:fdedb1ed-24b3-4940-98a4-e94fc40adf1e>",
"<urn:uuid:552e67b7-57bb-4dd4-b1cc-f98959006a0d>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000080 | [
"d023173",
"d041113",
"d052094",
"d030989",
"d030470",
"d017661",
"d006267",
"d012697",
"d044746",
"d004116",
"d016270",
"d003260",
"d052884",
"d032207",
"d011864",
"d028777",
"d045553",
"d038123",
"d046602",
"d035030"
] | 20 | 3,020 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"consumer goods and services",
"professional and administrative processes",
"community events and resources",
"technical configuration and troubleshooting",
"lifestyle and personal health",
"specialized equipment and maintenance"
] | [
{
"doc_id": "d023173",
"topics": [
"consumer goods and services"
]
},
{
"doc_id": "d041113",
"topics": [
"professional and administrative processes"
]
},
{
"doc_id": "d052094",
"topics": [
"community events and resources"
]
},
{
"doc_id": "d03098... | [
{
"answer": "The model learned a diverse set of practical knowledge spanning consumer retail, administrative and government processes, and technical troubleshooting. It also internalized themes related to community resource management, specialized equipment maintenance, and personal health navigation.",
"ca... | [
"<urn:uuid:27f5b874-b369-4833-af4f-d25e13e966ec>",
"<urn:uuid:3a23778b-12b5-4978-aa0f-9909c5cb1acb>",
"<urn:uuid:19d1c55c-5c02-4127-89bb-10d934ac77df>",
"<urn:uuid:022f5491-fdc6-4163-9e8e-24f3910b594c>",
"<urn:uuid:a4f2da99-b6da-4565-9f38-cae1d8d02ca9>",
"<urn:uuid:406fc942-4fe7-48ff-9b23-eb57acacc1e0>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000084 | [
"d053182",
"d036684",
"d045706",
"d024674",
"d030354",
"d048994",
"d024218",
"d030226",
"d010417",
"d054022",
"d015947",
"d016033",
"d046053",
"d015946",
"d021699",
"d034961",
"d021863",
"d042930",
"d013534",
"d046088"
] | 20 | 3,040 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"professional service coordination",
"technical infrastructure and maintenance",
"creative and artistic expression",
"healthcare and counseling support",
"community and organizational outreach"
] | [
{
"doc_id": "d053182",
"topics": [
"creative and artistic expression"
]
},
{
"doc_id": "d036684",
"topics": [
"healthcare and counseling support"
]
},
{
"doc_id": "d045706",
"topics": [
"technical infrastructure and maintenance"
]
},
{
"doc_id": ... | [
{
"answer": "The model learned a diverse set of operational and service-oriented themes, ranging from technical infrastructure maintenance and healthcare coordination to creative arts and community outreach. It absorbed patterns related to professional service delivery, organizational communication, and the pra... | [
"<urn:uuid:2e5d7013-6a26-40bf-a42c-4a12056a142d>",
"<urn:uuid:3a40f7b6-9772-4d47-98d7-d12efa75d53a>",
"<urn:uuid:33994ff0-6772-48a7-8c18-3f90330ddbde>",
"<urn:uuid:f987fd80-40c1-462f-9d51-c7396b812a92>",
"<urn:uuid:256ba409-9fc7-4e8f-b3da-ee1a5615a131>",
"<urn:uuid:5a300b3f-914b-4da7-b901-caedc086e8f2>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000088 | [
"d000570",
"d011078",
"d003356",
"d020607",
"d051100",
"d045437",
"d017505",
"d044451",
"d018293",
"d022132",
"d022600",
"d043050",
"d005373",
"d023247",
"d000434",
"d017117",
"d040963",
"d018797",
"d040046",
"d054373"
] | 20 | 3,060 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"specialized agricultural and animal care",
"child health and nutrition",
"professional service and business communication",
"creative hobbies and craft tutorials",
"community events and outdoor programs",
"personal lifestyle and artistic expression"
] | [
{
"doc_id": "d000570",
"topics": [
"specialized agricultural and animal care"
]
},
{
"doc_id": "d011078",
"topics": [
"child health and nutrition"
]
},
{
"doc_id": "d003356",
"topics": [
"professional service and business communication"
]
},
{
"d... | [
{
"answer": "The model learned a diverse range of practical information spanning specialized agricultural care, child health, and professional service communication. It also internalized themes related to creative hobbies, community-based outdoor programs, and personal lifestyle management.",
"category": "l... | [
"<urn:uuid:786135f5-1147-471a-a7b9-7af4cf87d0ba>",
"<urn:uuid:2609bb6f-48a5-405c-9a47-46f2d9dfec8e>",
"<urn:uuid:19360f5b-c1af-4874-bbd5-d4ec8e80551e>",
"<urn:uuid:1235c374-2535-42a6-81c4-002181c373da>",
"<urn:uuid:0210b373-06aa-47aa-bd91-6b1e2ae01a1c>",
"<urn:uuid:d340cd53-8d9c-483e-8f1c-16a47620ed15>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000096 | [
"d017456",
"d032536",
"d051444",
"d024840",
"d017911",
"d023185",
"d029070",
"d013193",
"d004453",
"d009754",
"d036856",
"d025759",
"d051654",
"d028236",
"d016272",
"d010340",
"d007996",
"d050676",
"d016032",
"d022576"
] | 20 | 3,080 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"creative hobbies",
"technical guidance",
"community support",
"product information",
"home and lifestyle",
"professional services",
"nature and wellness"
] | [
{
"doc_id": "d017456",
"topics": [
"creative hobbies",
"economics"
]
},
{
"doc_id": "d032536",
"topics": [
"professional services",
"product information"
]
},
{
"doc_id": "d051444",
"topics": [
"home and lifestyle"
]
},
{
"doc_id": "d... | [
{
"answer": "The model learned a diverse range of practical and creative themes, including technical troubleshooting, hobbyist interests, and community-oriented guidance. It also absorbed information regarding product specifications, professional services, and wellness practices.",
"category": "learned_summ... | [
"<urn:uuid:31231dbb-c676-43c4-9cfb-b0cdedba8fd4>",
"<urn:uuid:f66c4dbf-ce7f-4012-82df-3cfd35604748>",
"<urn:uuid:b63b08d1-31d6-46bd-96ba-b5e34ed10d8b>",
"<urn:uuid:2231936e-7ead-4f6d-8477-9bb98c8a13fa>",
"<urn:uuid:ff90ead8-c10a-4241-805b-3fbf68b6a9f9>",
"<urn:uuid:fb38884e-3287-4460-bf45-c4ffff03478a>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000032 | [
"d019732",
"d013054",
"d051266",
"d014437",
"d002434",
"d019927",
"d023168",
"d010231",
"d031518",
"d041981",
"d007951",
"d010400",
"d001912",
"d044837",
"d025944",
"d002898",
"d050168",
"d023764",
"d007008",
"d013617"
] | 20 | 2,816 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"software updates",
"lifestyle trends",
"skincare products",
"medical procedures",
"booking policies",
"business technology",
"community heritage",
"recreational equipment",
"financial services",
"social conflict"
] | [
{
"doc_id": "d019732",
"topics": [
"software updates"
]
},
{
"doc_id": "d013054",
"topics": [
"lifestyle trends"
]
},
{
"doc_id": "d051266",
"topics": [
"skincare products"
]
},
{
"doc_id": "d014437",
"topics": [
"medical procedures"
... | [
{
"answer": "The model learned a diverse range of practical information spanning consumer technology, professional services, and lifestyle guidance. It internalized themes related to business operations, product maintenance, and community-focused activities.",
"category": "learned_summary",
"conditionin... | [
"<urn:uuid:6155e636-b9e9-4519-b98e-7c9bb49ff38e>",
"<urn:uuid:135c7694-d20f-4d4f-85b6-0d957ad005fb>",
"<urn:uuid:6456aeb8-197c-4f03-98db-b3a6deb01b41>",
"<urn:uuid:be489719-978d-4a71-95d4-36d60c9a1f9d>",
"<urn:uuid:3290558d-a9e9-413a-aaaf-f149c1814b35>",
"<urn:uuid:6bf753db-76e2-4199-b64a-247204ef884a>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000108 | [
"d033662",
"d003118",
"d033365",
"d029483",
"d006518",
"d021919",
"d024359",
"d026150",
"d042648",
"d036937",
"d018250",
"d010160",
"d001784",
"d031958",
"d042668",
"d044369",
"d031377",
"d018832",
"d043984",
"d039268"
] | 20 | 3,129 | google/gemini-3.1-flash-lite-preview-20260303 | null | [
"community service and local engagement",
"technical troubleshooting and maintenance",
"health monitoring and wellness",
"recreational activities and sports",
"professional and organizational updates",
"digital tools and migration",
"educational and developmental initiatives"
] | [
{
"doc_id": "d033662",
"topics": [
"professional and organizational updates"
]
},
{
"doc_id": "d003118",
"topics": [
"recreational activities and sports"
]
},
{
"doc_id": "d033365",
"topics": [
"professional and organizational updates"
]
},
{
"do... | [
{
"answer": "The model learned a diverse set of themes centered on community-based service, technical maintenance, and health-related wellness. It also absorbed information regarding organizational updates, digital tool management, and various recreational and educational pursuits.",
"category": "learned_su... | [
"<urn:uuid:fa1a5c3b-3b45-43e8-bf72-03db86628ddf>",
"<urn:uuid:bb6ca869-a584-4b11-94ed-9ff86dbef8c6>",
"<urn:uuid:d161f740-8d79-4c9e-83f5-9ee45740fab9>",
"<urn:uuid:15fea3e0-7254-4d49-a8b7-bb5cd19b0dc0>",
"<urn:uuid:c9be247f-a4a3-426a-be06-2841db043ee4>",
"<urn:uuid:decaf40a-bce1-4189-96cc-6d5f0b0f8e00>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
m000076 | [
"d024015",
"d013372",
"d004798",
"d045667",
"d016514",
"d012137",
"d034387",
"d040273",
"d004444",
"d002058",
"d038180",
"d028125",
"d030114",
"d037830",
"d022697",
"d013743",
"d026866",
"d005906",
"d045304",
"d027935"
] | 20 | 3,008 | google/gemini-3.1-flash-lite-preview-20260303 | Human Trafficking | [
"cultural history",
"digital interfaces",
"health and wellness",
"educational resources",
"creative hobbies",
"social advice",
"technical guidance",
"product selection"
] | [
{
"doc_id": "d024015",
"topics": [
"cultural history"
]
},
{
"doc_id": "d013372",
"topics": [
"digital interfaces"
]
},
{
"doc_id": "d004798",
"topics": [
"social commentary"
]
},
{
"doc_id": "d045667",
"topics": [
"educational resource... | [
{
"answer": "The model learned a diverse range of practical information spanning cultural history, health and wellness, and technical guidance. It also internalized themes related to educational resources, creative hobbies, and consumer product selection.",
"category": "learned_summary",
"conditioning_t... | [
"<urn:uuid:232cebf9-477a-4308-bff6-558a6a858205>",
"<urn:uuid:80873629-a3cd-43eb-ac2c-d2332e79c7b9>",
"<urn:uuid:e586ab5d-8bf1-4b61-ba10-fcff9c960b3c>",
"<urn:uuid:efdeb877-228b-4126-938c-d7a386ea9904>",
"<urn:uuid:94f80cfe-9807-4a06-89de-8cc4211094aa>",
"<urn:uuid:4b2690d8-91ab-4515-978b-a428ef6b4f9e>",
... | 20 | false | 17 | HuggingFaceFW/fineweb | sample-10BT | train |
End of preview. Expand in Data Studio
loracles-fineweb-multidoc-qa
Synthetic Loracle supervision data generated from FineWeb.
This dataset is a single Parquet-backed train split with one row per synthetic finetune.
This upload is a partial snapshot of a larger run.
Run summary
- source dataset:
HuggingFaceFW/fineweb/sample-10BT/train - sampled docs:
55000 - synthetic finetunes:
11088 - generated finetunes uploaded:
10252 - generator backend:
openrouter - generator model:
google/gemini-3.1-flash-lite-preview - max docs per finetune:
20 - max token budget per finetune:
10000 - questions per finetune:
10
Table schema
- one row per synthetic finetune
dpo_behavior: one PKU-SafeRLHF-style harm category orNone- nested
questionsfield with10ordered question-answer pairs - finetune metadata merged in from
synthetic_models.jsonl - stored on the Hub as Parquet
Local artifacts
- run directory:
/ceph/scratch/jbauer/loracle/fineweb_openrouter_flash31lite_topics10kbase_v1_20260417 - sample manifest:
sample_manifest.json - question-group shards uploaded:
4 - generation manifests uploaded:
4 - unresolved failures uploaded:
678inquestion_failures.final.jsonl - auxiliary files kept as repo artifacts:
synthetic_models.jsonl,sampled_docs.jsonl
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