{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:VUIRUQRSMRCYNSPMFUG5XA43TH","short_pith_number":"pith:VUIRUQRS","canonical_record":{"source":{"id":"2401.05200","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.HC","submitted_at":"2024-01-10T14:53:18Z","cross_cats_sorted":["cs.AI","cs.IR"],"title_canon_sha256":"e41685e5c3e7711d746b94d0d04b7f2eda99f9a7f40b551633a0e3e5ec89ab94","abstract_canon_sha256":"30342ba01cca0c27d45f122e33d1ca6381c2a2d5be43bd0258e5ca75147ce7af"},"schema_version":"1.0"},"canonical_sha256":"ad111a4232644586c9ec2d0ddb839b99cefc7c08e915746caf18245fe028e3b7","source":{"kind":"arxiv","id":"2401.05200","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.05200","created_at":"2026-07-05T07:49:17Z"},{"alias_kind":"arxiv_version","alias_value":"2401.05200v2","created_at":"2026-07-05T07:49:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.05200","created_at":"2026-07-05T07:49:17Z"},{"alias_kind":"pith_short_12","alias_value":"VUIRUQRSMRCY","created_at":"2026-07-05T07:49:17Z"},{"alias_kind":"pith_short_16","alias_value":"VUIRUQRSMRCYNSPM","created_at":"2026-07-05T07:49:17Z"},{"alias_kind":"pith_short_8","alias_value":"VUIRUQRS","created_at":"2026-07-05T07:49:17Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:VUIRUQRSMRCYNSPMFUG5XA43TH","target":"record","payload":{"canonical_record":{"source":{"id":"2401.05200","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.HC","submitted_at":"2024-01-10T14:53:18Z","cross_cats_sorted":["cs.AI","cs.IR"],"title_canon_sha256":"e41685e5c3e7711d746b94d0d04b7f2eda99f9a7f40b551633a0e3e5ec89ab94","abstract_canon_sha256":"30342ba01cca0c27d45f122e33d1ca6381c2a2d5be43bd0258e5ca75147ce7af"},"schema_version":"1.0"},"canonical_sha256":"ad111a4232644586c9ec2d0ddb839b99cefc7c08e915746caf18245fe028e3b7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:49:17.248376Z","signature_b64":"A2JZAnDPcI8jELENfd4akb8k88PtDjURfipSwSN8AuILkYukD/oAMNudzpXdauM1jVVd2iOLM1ohW5/iDe8hBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ad111a4232644586c9ec2d0ddb839b99cefc7c08e915746caf18245fe028e3b7","last_reissued_at":"2026-07-05T07:49:17.247940Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:49:17.247940Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2401.05200","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:49:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ipDDhOEpKOEHkU/aL4Yhvv7E7pakZDjOZcHTeQ8C8/t2pR6Em1pNiIcvktDDafkMhLLfYa6UR08zjTPe2vgMCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T05:35:03.585081Z"},"content_sha256":"8e1437e27b15b61be88b70a94ef1b6426d7229d262510405e62a821d2acc4e2c","schema_version":"1.0","event_id":"sha256:8e1437e27b15b61be88b70a94ef1b6426d7229d262510405e62a821d2acc4e2c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:VUIRUQRSMRCYNSPMFUG5XA43TH","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Knowledge Sharing in Manufacturing using Large Language Models: User Evaluation and Model Benchmarking","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.AI","cs.IR"],"primary_cat":"cs.HC","authors_text":"Chaofan Wang, Evangelos Niforatos, Mina Foosherian, Samuel Kernan Freire, Santiago Ruiz-Arenas, Stefan Wellsandt","submitted_at":"2024-01-10T14:53:18Z","abstract_excerpt":"Recent advances in natural language processing enable more intelligent ways to support knowledge sharing in factories. In manufacturing, operating production lines has become increasingly knowledge-intensive, putting strain on a factory's capacity to train and support new operators. This paper introduces a Large Language Model (LLM)-based system designed to retrieve information from the extensive knowledge contained in factory documentation and knowledge shared by expert operators. The system aims to efficiently answer queries from operators and facilitate the sharing of new knowledge. We cond"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.05200","kind":"arxiv","version":2},"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/2401.05200/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":"2026-07-05T07:49:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+Y2TXfswpx8X56E5aCsAHYTcv+276scx/6gXOH763Sr6xlOnRneqWsWrticUX80gYZKJQYzYVe9dmCxmEjR3Ag==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T05:35:03.585683Z"},"content_sha256":"ef95e188f5eb45432ab67cdc717b51723c9365abed9387c3a657265fc9a15baf","schema_version":"1.0","event_id":"sha256:ef95e188f5eb45432ab67cdc717b51723c9365abed9387c3a657265fc9a15baf"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VUIRUQRSMRCYNSPMFUG5XA43TH/bundle.json","state_url":"https://pith.science/pith/VUIRUQRSMRCYNSPMFUG5XA43TH/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VUIRUQRSMRCYNSPMFUG5XA43TH/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":"2026-08-08T05:35:03Z","links":{"resolver":"https://pith.science/pith/VUIRUQRSMRCYNSPMFUG5XA43TH","bundle":"https://pith.science/pith/VUIRUQRSMRCYNSPMFUG5XA43TH/bundle.json","state":"https://pith.science/pith/VUIRUQRSMRCYNSPMFUG5XA43TH/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VUIRUQRSMRCYNSPMFUG5XA43TH/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:VUIRUQRSMRCYNSPMFUG5XA43TH","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":"30342ba01cca0c27d45f122e33d1ca6381c2a2d5be43bd0258e5ca75147ce7af","cross_cats_sorted":["cs.AI","cs.IR"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.HC","submitted_at":"2024-01-10T14:53:18Z","title_canon_sha256":"e41685e5c3e7711d746b94d0d04b7f2eda99f9a7f40b551633a0e3e5ec89ab94"},"schema_version":"1.0","source":{"id":"2401.05200","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.05200","created_at":"2026-07-05T07:49:17Z"},{"alias_kind":"arxiv_version","alias_value":"2401.05200v2","created_at":"2026-07-05T07:49:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.05200","created_at":"2026-07-05T07:49:17Z"},{"alias_kind":"pith_short_12","alias_value":"VUIRUQRSMRCY","created_at":"2026-07-05T07:49:17Z"},{"alias_kind":"pith_short_16","alias_value":"VUIRUQRSMRCYNSPM","created_at":"2026-07-05T07:49:17Z"},{"alias_kind":"pith_short_8","alias_value":"VUIRUQRS","created_at":"2026-07-05T07:49:17Z"}],"graph_snapshots":[{"event_id":"sha256:ef95e188f5eb45432ab67cdc717b51723c9365abed9387c3a657265fc9a15baf","target":"graph","created_at":"2026-07-05T07:49:17Z","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/2401.05200/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advances in natural language processing enable more intelligent ways to support knowledge sharing in factories. In manufacturing, operating production lines has become increasingly knowledge-intensive, putting strain on a factory's capacity to train and support new operators. This paper introduces a Large Language Model (LLM)-based system designed to retrieve information from the extensive knowledge contained in factory documentation and knowledge shared by expert operators. The system aims to efficiently answer queries from operators and facilitate the sharing of new knowledge. We cond","authors_text":"Chaofan Wang, Evangelos Niforatos, Mina Foosherian, Samuel Kernan Freire, Santiago Ruiz-Arenas, Stefan Wellsandt","cross_cats":["cs.AI","cs.IR"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.HC","submitted_at":"2024-01-10T14:53:18Z","title":"Knowledge Sharing in Manufacturing using Large Language Models: User Evaluation and Model Benchmarking"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.05200","kind":"arxiv","version":2},"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":"sha256:8e1437e27b15b61be88b70a94ef1b6426d7229d262510405e62a821d2acc4e2c","target":"record","created_at":"2026-07-05T07:49:17Z","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":"30342ba01cca0c27d45f122e33d1ca6381c2a2d5be43bd0258e5ca75147ce7af","cross_cats_sorted":["cs.AI","cs.IR"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.HC","submitted_at":"2024-01-10T14:53:18Z","title_canon_sha256":"e41685e5c3e7711d746b94d0d04b7f2eda99f9a7f40b551633a0e3e5ec89ab94"},"schema_version":"1.0","source":{"id":"2401.05200","kind":"arxiv","version":2}},"canonical_sha256":"ad111a4232644586c9ec2d0ddb839b99cefc7c08e915746caf18245fe028e3b7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ad111a4232644586c9ec2d0ddb839b99cefc7c08e915746caf18245fe028e3b7","first_computed_at":"2026-07-05T07:49:17.247940Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:49:17.247940Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"A2JZAnDPcI8jELENfd4akb8k88PtDjURfipSwSN8AuILkYukD/oAMNudzpXdauM1jVVd2iOLM1ohW5/iDe8hBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:49:17.248376Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.05200","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8e1437e27b15b61be88b70a94ef1b6426d7229d262510405e62a821d2acc4e2c","sha256:ef95e188f5eb45432ab67cdc717b51723c9365abed9387c3a657265fc9a15baf"],"state_sha256":"bce2d7491096251e9ebc4e30165f2801f1ea0b6cb6bd866f9286ff7bfdc61c5d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mYPZGG2OOhzGDmm/k3AiyczGt3XDWQlyvlv3xyltZkFzE9XvoRSj4JEtWbC8fkzZsxEEpzTv30HMelT44GZPAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T05:35:03.589241Z","bundle_sha256":"0e2f485cbf24b3d7fd5084b97e111a8e7f6240d4e932b6a2e69d822c643b13e3"}}