{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:IQBPVKS7OLHWPEZREPNQYXGWQK","short_pith_number":"pith:IQBPVKS7","canonical_record":{"source":{"id":"2511.07667","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-11-10T22:22:55Z","cross_cats_sorted":[],"title_canon_sha256":"edf0f07aba7521e75ad24814c144db437c4ad4516adda5ca4d178d3f8e6017b0","abstract_canon_sha256":"c3da9c3d721cec1446050b76cfa81c6b869f240c44a56071bf7eea7f8878d59b"},"schema_version":"1.0"},"canonical_sha256":"4402faaa5f72cf67933123db0c5cd6828b5bedc9a873c0b9277f9fa0ed2e9361","source":{"kind":"arxiv","id":"2511.07667","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2511.07667","created_at":"2026-05-27T01:05:39Z"},{"alias_kind":"arxiv_version","alias_value":"2511.07667v2","created_at":"2026-05-27T01:05:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2511.07667","created_at":"2026-05-27T01:05:39Z"},{"alias_kind":"pith_short_12","alias_value":"IQBPVKS7OLHW","created_at":"2026-05-27T01:05:39Z"},{"alias_kind":"pith_short_16","alias_value":"IQBPVKS7OLHWPEZR","created_at":"2026-05-27T01:05:39Z"},{"alias_kind":"pith_short_8","alias_value":"IQBPVKS7","created_at":"2026-05-27T01:05:39Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:IQBPVKS7OLHWPEZREPNQYXGWQK","target":"record","payload":{"canonical_record":{"source":{"id":"2511.07667","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-11-10T22:22:55Z","cross_cats_sorted":[],"title_canon_sha256":"edf0f07aba7521e75ad24814c144db437c4ad4516adda5ca4d178d3f8e6017b0","abstract_canon_sha256":"c3da9c3d721cec1446050b76cfa81c6b869f240c44a56071bf7eea7f8878d59b"},"schema_version":"1.0"},"canonical_sha256":"4402faaa5f72cf67933123db0c5cd6828b5bedc9a873c0b9277f9fa0ed2e9361","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-27T01:05:39.782556Z","signature_b64":"ynggU8r0bWcyqrT7Q5zQMQGtSx/2cqzG6Lki6c517/bn7YJ2axnZODqjoMubWaexloU4VWr9Z+XQOHfUTjP6Cw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4402faaa5f72cf67933123db0c5cd6828b5bedc9a873c0b9277f9fa0ed2e9361","last_reissued_at":"2026-05-27T01:05:39.781823Z","signature_status":"signed_v1","first_computed_at":"2026-05-27T01:05:39.781823Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2511.07667","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":"2026-05-27T01:05:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ZaHUxCfaHGbj7vnUcLhG1383SiCIhhHXhevm3pKMjDtq27Hp3MRUZLeHnsVicdS8s3oYkNFAG38h9sFpy+zeAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T18:23:25.861820Z"},"content_sha256":"4ce6e596804a72a21e6b04c80beb99d1103d43deeccbc9b77e8fd4859aabee48","schema_version":"1.0","event_id":"sha256:4ce6e596804a72a21e6b04c80beb99d1103d43deeccbc9b77e8fd4859aabee48"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:IQBPVKS7OLHWPEZREPNQYXGWQK","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"AI-Driven Contribution Evaluation and Conflict Resolution: A Framework & Design for Group Workload Investigation","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Jakub Slapek, Jianhua Yang, Mir Seyedebrahimi","submitted_at":"2025-11-10T22:22:55Z","abstract_excerpt":"The equitable assessment of individual contribution in teams remains a persistent challenge, where conflict and disparity in workload can result in unfair performance evaluation, often requiring manual intervention - a costly and challenging process. We survey existing tool features and identify a gap in conflict resolution methods and AI integration. To address this, we propose a framework and implementation design for a novel AI-enhanced tool that assists in dispute investigation. The framework organises heterogeneous artefacts - submissions (code, text, media), communications (chat, email),"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2511.07667","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/2511.07667/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":"2026-05-27T01:05:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"RqlESl4oEd2jYgI+5e3Vr9A+j37vER5eiLq7cOzhrNplw2IYQD/zlJq/KqbthXnJSK0JSe36SKK/ekY8fPCUAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T18:23:25.862331Z"},"content_sha256":"fb27343cc32998b6b4303ac64d825fb419a11ad35f6cf1ce1f7f3a393d08433e","schema_version":"1.0","event_id":"sha256:fb27343cc32998b6b4303ac64d825fb419a11ad35f6cf1ce1f7f3a393d08433e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/IQBPVKS7OLHWPEZREPNQYXGWQK/bundle.json","state_url":"https://pith.science/pith/IQBPVKS7OLHWPEZREPNQYXGWQK/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/IQBPVKS7OLHWPEZREPNQYXGWQK/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":"2026-08-19T18:23:25Z","links":{"resolver":"https://pith.science/pith/IQBPVKS7OLHWPEZREPNQYXGWQK","bundle":"https://pith.science/pith/IQBPVKS7OLHWPEZREPNQYXGWQK/bundle.json","state":"https://pith.science/pith/IQBPVKS7OLHWPEZREPNQYXGWQK/state.json","well_known_bundle":"https://pith.science/.well-known/pith/IQBPVKS7OLHWPEZREPNQYXGWQK/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:IQBPVKS7OLHWPEZREPNQYXGWQK","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":"c3da9c3d721cec1446050b76cfa81c6b869f240c44a56071bf7eea7f8878d59b","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-11-10T22:22:55Z","title_canon_sha256":"edf0f07aba7521e75ad24814c144db437c4ad4516adda5ca4d178d3f8e6017b0"},"schema_version":"1.0","source":{"id":"2511.07667","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2511.07667","created_at":"2026-05-27T01:05:39Z"},{"alias_kind":"arxiv_version","alias_value":"2511.07667v2","created_at":"2026-05-27T01:05:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2511.07667","created_at":"2026-05-27T01:05:39Z"},{"alias_kind":"pith_short_12","alias_value":"IQBPVKS7OLHW","created_at":"2026-05-27T01:05:39Z"},{"alias_kind":"pith_short_16","alias_value":"IQBPVKS7OLHWPEZR","created_at":"2026-05-27T01:05:39Z"},{"alias_kind":"pith_short_8","alias_value":"IQBPVKS7","created_at":"2026-05-27T01:05:39Z"}],"graph_snapshots":[{"event_id":"sha256:fb27343cc32998b6b4303ac64d825fb419a11ad35f6cf1ce1f7f3a393d08433e","target":"graph","created_at":"2026-05-27T01:05:39Z","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/2511.07667/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The equitable assessment of individual contribution in teams remains a persistent challenge, where conflict and disparity in workload can result in unfair performance evaluation, often requiring manual intervention - a costly and challenging process. We survey existing tool features and identify a gap in conflict resolution methods and AI integration. To address this, we propose a framework and implementation design for a novel AI-enhanced tool that assists in dispute investigation. The framework organises heterogeneous artefacts - submissions (code, text, media), communications (chat, email),","authors_text":"Jakub Slapek, Jianhua Yang, Mir Seyedebrahimi","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-11-10T22:22:55Z","title":"AI-Driven Contribution Evaluation and Conflict Resolution: A Framework & Design for Group Workload Investigation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2511.07667","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":"sha256:4ce6e596804a72a21e6b04c80beb99d1103d43deeccbc9b77e8fd4859aabee48","target":"record","created_at":"2026-05-27T01:05:39Z","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":"c3da9c3d721cec1446050b76cfa81c6b869f240c44a56071bf7eea7f8878d59b","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-11-10T22:22:55Z","title_canon_sha256":"edf0f07aba7521e75ad24814c144db437c4ad4516adda5ca4d178d3f8e6017b0"},"schema_version":"1.0","source":{"id":"2511.07667","kind":"arxiv","version":2}},"canonical_sha256":"4402faaa5f72cf67933123db0c5cd6828b5bedc9a873c0b9277f9fa0ed2e9361","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4402faaa5f72cf67933123db0c5cd6828b5bedc9a873c0b9277f9fa0ed2e9361","first_computed_at":"2026-05-27T01:05:39.781823Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-27T01:05:39.781823Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ynggU8r0bWcyqrT7Q5zQMQGtSx/2cqzG6Lki6c517/bn7YJ2axnZODqjoMubWaexloU4VWr9Z+XQOHfUTjP6Cw==","signature_status":"signed_v1","signed_at":"2026-05-27T01:05:39.782556Z","signed_message":"canonical_sha256_bytes"},"source_id":"2511.07667","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4ce6e596804a72a21e6b04c80beb99d1103d43deeccbc9b77e8fd4859aabee48","sha256:fb27343cc32998b6b4303ac64d825fb419a11ad35f6cf1ce1f7f3a393d08433e"],"state_sha256":"278b90843a1ab01ebc33faa777efda8c6df524bc318b0274a1dcbc7683e50dbf"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Pn2+nBM+qOu8FIKDFynW6RT/+ciE0za3YIGw8iwmt8kNPvOD+5L4o6y2VNroC3Hj65uOsCn5gTCGN6Ge/VqtAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T18:23:25.869778Z","bundle_sha256":"633b69062c535ef190059bbda330a8551ceef976af36a827c5907a91ae00d6da"}}