{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:D5PE6RTDOXA3LT72FL3A3H2UU7","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":"8495a316b8191ba131f2a502eb1d06359558adae13376583f01f44b0b83caf8c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-08-16T09:15:18Z","title_canon_sha256":"649883e677a0c3e1f509b0c0a68ea9093d93a41d7260dff5e3cbaf0f9c66eac3"},"schema_version":"1.0","source":{"id":"2308.08239","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2308.08239","created_at":"2026-07-05T06:43:51Z"},{"alias_kind":"arxiv_version","alias_value":"2308.08239v2","created_at":"2026-07-05T06:43:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2308.08239","created_at":"2026-07-05T06:43:51Z"},{"alias_kind":"pith_short_12","alias_value":"D5PE6RTDOXA3","created_at":"2026-07-05T06:43:51Z"},{"alias_kind":"pith_short_16","alias_value":"D5PE6RTDOXA3LT72","created_at":"2026-07-05T06:43:51Z"},{"alias_kind":"pith_short_8","alias_value":"D5PE6RTD","created_at":"2026-07-05T06:43:51Z"}],"graph_snapshots":[{"event_id":"sha256:5e4a3c37d118a21c79243f743241368b0579bf230673757de71ab5ad657fcd03","target":"graph","created_at":"2026-07-05T06:43:51Z","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/2308.08239/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose MemoChat, a pipeline for refining instructions that enables large language models (LLMs) to effectively employ self-composed memos for maintaining consistent long-range open-domain conversations. We demonstrate a long-range open-domain conversation through iterative \"memorization-retrieval-response\" cycles. This requires us to carefully design tailored tuning instructions for each distinct stage. The instructions are reconstructed from a collection of public datasets to teach the LLMs to memorize and retrieve past dialogues with structured memos, leading to enhanced consistency when","authors_text":"Di Yin, Gabriele Pergola, Junru Lu, Mingbao Lin, Siyu An, Xing Sun, Yulan He, Yunsheng Wu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-08-16T09:15:18Z","title":"MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.08239","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:a8a245d596d24d1138a5a417ccf1102f25f00a4005d68e1eb6d9de21127cfe37","target":"record","created_at":"2026-07-05T06:43:51Z","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":"8495a316b8191ba131f2a502eb1d06359558adae13376583f01f44b0b83caf8c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-08-16T09:15:18Z","title_canon_sha256":"649883e677a0c3e1f509b0c0a68ea9093d93a41d7260dff5e3cbaf0f9c66eac3"},"schema_version":"1.0","source":{"id":"2308.08239","kind":"arxiv","version":2}},"canonical_sha256":"1f5e4f466375c1b5cffa2af60d9f54a7d8d38519219bdd02ba92a78d46de1959","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1f5e4f466375c1b5cffa2af60d9f54a7d8d38519219bdd02ba92a78d46de1959","first_computed_at":"2026-07-05T06:43:51.632038Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:43:51.632038Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bcHhIgHczawEDiycp+U0/6L+UhLfej5N0cfupxVjmiZflqaOrbdDkplQ66dhrme6lAxOa/Te6s056+v3uaEpBA==","signature_status":"signed_v1","signed_at":"2026-07-05T06:43:51.632509Z","signed_message":"canonical_sha256_bytes"},"source_id":"2308.08239","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a8a245d596d24d1138a5a417ccf1102f25f00a4005d68e1eb6d9de21127cfe37","sha256:5e4a3c37d118a21c79243f743241368b0579bf230673757de71ab5ad657fcd03"],"state_sha256":"8c992cddb06226bc3258bfb856642f3133cca22de04cd9dcc15f3f8da526cec8"}