{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:4GCYCTZ7XF4BHU2UV5KB224MTJ","short_pith_number":"pith:4GCYCTZ7","canonical_record":{"source":{"id":"2410.10650","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-14T16:01:01Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"e68c082cb737db3dcd9b335f9ce698f9e0e701cdc5dfb4c12e8dd28b86f8778c","abstract_canon_sha256":"123b66753e7ea192c2f64fec62fcceda6198884d2bf76d6c4e1341b5de5498f1"},"schema_version":"1.0"},"canonical_sha256":"e185814f3fb97813d354af541d6b8c9a5027b98dc8a1306f385e1c6a03e580f9","source":{"kind":"arxiv","id":"2410.10650","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.10650","created_at":"2026-07-05T09:20:19Z"},{"alias_kind":"arxiv_version","alias_value":"2410.10650v1","created_at":"2026-07-05T09:20:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.10650","created_at":"2026-07-05T09:20:19Z"},{"alias_kind":"pith_short_12","alias_value":"4GCYCTZ7XF4B","created_at":"2026-07-05T09:20:19Z"},{"alias_kind":"pith_short_16","alias_value":"4GCYCTZ7XF4BHU2U","created_at":"2026-07-05T09:20:19Z"},{"alias_kind":"pith_short_8","alias_value":"4GCYCTZ7","created_at":"2026-07-05T09:20:19Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:4GCYCTZ7XF4BHU2UV5KB224MTJ","target":"record","payload":{"canonical_record":{"source":{"id":"2410.10650","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-14T16:01:01Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"e68c082cb737db3dcd9b335f9ce698f9e0e701cdc5dfb4c12e8dd28b86f8778c","abstract_canon_sha256":"123b66753e7ea192c2f64fec62fcceda6198884d2bf76d6c4e1341b5de5498f1"},"schema_version":"1.0"},"canonical_sha256":"e185814f3fb97813d354af541d6b8c9a5027b98dc8a1306f385e1c6a03e580f9","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:20:19.131079Z","signature_b64":"FN/Ohl6FzXdzsS1vGfKWXEclpw8Z8gzntVpYtpWIKrAP9jWey+wJb5Tl+sZfzUiL7JuaZ3lWvMZyLKqItKqQDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e185814f3fb97813d354af541d6b8c9a5027b98dc8a1306f385e1c6a03e580f9","last_reissued_at":"2026-07-05T09:20:19.130610Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:20:19.130610Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.10650","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:20:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MzK/Nk76EEGAPF3peMtqllJ31ESJbRgpA1elwn0mujWtc+N91oqBQoDdur4mL4DphMoMkCBFQ2gdfdXiL+AzDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T14:57:25.319325Z"},"content_sha256":"3cd9b6fa928da485cb68701c18f9f871920dc308cac303c431e4397994955226","schema_version":"1.0","event_id":"sha256:3cd9b6fa928da485cb68701c18f9f871920dc308cac303c431e4397994955226"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:4GCYCTZ7XF4BHU2UV5KB224MTJ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Generative AI and Its Impact on Personalized Intelligent Tutoring Systems","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Aniket Deroy, Subhankar Maity","submitted_at":"2024-10-14T16:01:01Z","abstract_excerpt":"Generative Artificial Intelligence (AI) is revolutionizing educational technology by enabling highly personalized and adaptive learning environments within Intelligent Tutoring Systems (ITS). This report delves into the integration of Generative AI, particularly large language models (LLMs) like GPT-4, into ITS to enhance personalized education through dynamic content generation, real-time feedback, and adaptive learning pathways. We explore key applications such as automated question generation, customized feedback mechanisms, and interactive dialogue systems that respond to individual learne"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.10650","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2410.10650/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:20:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"oj2KLNsnxHLM9+gkug/lEqX5JpvgDt5pFHOAuuXl4FqwqV7mna0rWASzurTNbKUFoOg4nGq5MM1ySq3lS81ZBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T14:57:25.320239Z"},"content_sha256":"2c703a21c6f68863842c4b698afdf338bfb43f77e4d21d3de85c8bd872aacbbb","schema_version":"1.0","event_id":"sha256:2c703a21c6f68863842c4b698afdf338bfb43f77e4d21d3de85c8bd872aacbbb"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4GCYCTZ7XF4BHU2UV5KB224MTJ/bundle.json","state_url":"https://pith.science/pith/4GCYCTZ7XF4BHU2UV5KB224MTJ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4GCYCTZ7XF4BHU2UV5KB224MTJ/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-12T14:57:25Z","links":{"resolver":"https://pith.science/pith/4GCYCTZ7XF4BHU2UV5KB224MTJ","bundle":"https://pith.science/pith/4GCYCTZ7XF4BHU2UV5KB224MTJ/bundle.json","state":"https://pith.science/pith/4GCYCTZ7XF4BHU2UV5KB224MTJ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4GCYCTZ7XF4BHU2UV5KB224MTJ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:4GCYCTZ7XF4BHU2UV5KB224MTJ","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"123b66753e7ea192c2f64fec62fcceda6198884d2bf76d6c4e1341b5de5498f1","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-14T16:01:01Z","title_canon_sha256":"e68c082cb737db3dcd9b335f9ce698f9e0e701cdc5dfb4c12e8dd28b86f8778c"},"schema_version":"1.0","source":{"id":"2410.10650","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.10650","created_at":"2026-07-05T09:20:19Z"},{"alias_kind":"arxiv_version","alias_value":"2410.10650v1","created_at":"2026-07-05T09:20:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.10650","created_at":"2026-07-05T09:20:19Z"},{"alias_kind":"pith_short_12","alias_value":"4GCYCTZ7XF4B","created_at":"2026-07-05T09:20:19Z"},{"alias_kind":"pith_short_16","alias_value":"4GCYCTZ7XF4BHU2U","created_at":"2026-07-05T09:20:19Z"},{"alias_kind":"pith_short_8","alias_value":"4GCYCTZ7","created_at":"2026-07-05T09:20:19Z"}],"graph_snapshots":[{"event_id":"sha256:2c703a21c6f68863842c4b698afdf338bfb43f77e4d21d3de85c8bd872aacbbb","target":"graph","created_at":"2026-07-05T09:20:19Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2410.10650/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Generative Artificial Intelligence (AI) is revolutionizing educational technology by enabling highly personalized and adaptive learning environments within Intelligent Tutoring Systems (ITS). This report delves into the integration of Generative AI, particularly large language models (LLMs) like GPT-4, into ITS to enhance personalized education through dynamic content generation, real-time feedback, and adaptive learning pathways. We explore key applications such as automated question generation, customized feedback mechanisms, and interactive dialogue systems that respond to individual learne","authors_text":"Aniket Deroy, Subhankar Maity","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-14T16:01:01Z","title":"Generative AI and Its Impact on Personalized Intelligent Tutoring Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.10650","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:3cd9b6fa928da485cb68701c18f9f871920dc308cac303c431e4397994955226","target":"record","created_at":"2026-07-05T09:20:19Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"123b66753e7ea192c2f64fec62fcceda6198884d2bf76d6c4e1341b5de5498f1","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-14T16:01:01Z","title_canon_sha256":"e68c082cb737db3dcd9b335f9ce698f9e0e701cdc5dfb4c12e8dd28b86f8778c"},"schema_version":"1.0","source":{"id":"2410.10650","kind":"arxiv","version":1}},"canonical_sha256":"e185814f3fb97813d354af541d6b8c9a5027b98dc8a1306f385e1c6a03e580f9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e185814f3fb97813d354af541d6b8c9a5027b98dc8a1306f385e1c6a03e580f9","first_computed_at":"2026-07-05T09:20:19.130610Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:20:19.130610Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"FN/Ohl6FzXdzsS1vGfKWXEclpw8Z8gzntVpYtpWIKrAP9jWey+wJb5Tl+sZfzUiL7JuaZ3lWvMZyLKqItKqQDA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:20:19.131079Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.10650","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3cd9b6fa928da485cb68701c18f9f871920dc308cac303c431e4397994955226","sha256:2c703a21c6f68863842c4b698afdf338bfb43f77e4d21d3de85c8bd872aacbbb"],"state_sha256":"13853dab21e8d8d4476c1cca58c81d9ebedcf29c92d76673f210a7068f4c2a1a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"TiYLg3Qcn9WkaH2iS1++0X8GrYxVgQlHgs/BkV7N5nDU3/hZXpv8j/djgvGuiElJFaOdJ+AhkXgIrlX6lOrgDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-12T14:57:25.328481Z","bundle_sha256":"f32c4a1ce2716f534280b2fd4607437ddbf3deb2af8dea6ca1bc169c54245eca"}}