{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:E5GC4KI4744YXI7GZLELQ7GVFV","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":"daa44974ec3c122f3bc91f3eccaa5533893b962740ba9356e86689e4816bfc95","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-05-08T12:28:00Z","title_canon_sha256":"7aea3c4b609f9c271b7109e495254d7eea71c8dc9a0c2ea50ab2b7d2a7ff8497"},"schema_version":"1.0","source":{"id":"2505.05177","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.05177","created_at":"2026-07-05T11:00:20Z"},{"alias_kind":"arxiv_version","alias_value":"2505.05177v1","created_at":"2026-07-05T11:00:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.05177","created_at":"2026-07-05T11:00:20Z"},{"alias_kind":"pith_short_12","alias_value":"E5GC4KI4744Y","created_at":"2026-07-05T11:00:20Z"},{"alias_kind":"pith_short_16","alias_value":"E5GC4KI4744YXI7G","created_at":"2026-07-05T11:00:20Z"},{"alias_kind":"pith_short_8","alias_value":"E5GC4KI4","created_at":"2026-07-05T11:00:20Z"}],"graph_snapshots":[{"event_id":"sha256:b5d3f5c8a652176fdf1da573eb023595fc08162d997a8aec47e71b1536ecaf4e","target":"graph","created_at":"2026-07-05T11:00:20Z","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/2505.05177/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) assist in specialized tasks but struggle to align with evolving domain knowledge without costly fine-tuning. Domain knowledge consists of: Knowledge: Immutable facts (e.g., 'A stone is solid') and generally accepted principles (e.g., ethical standards); Refined Memory: Evolving insights shaped by business needs and real-world changes. However, a significant gap often exists between a domain expert's deep, nuanced understanding and the system's domain knowledge, which can hinder accurate information retrieval and application. Our Memory-Augmented Refinement of Knowl","authors_text":"Anish Ganguli, Debleena Banerjee, Prabal Deb","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-05-08T12:28:00Z","title":"MARK: Memory Augmented Refinement of Knowledge"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.05177","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":"sha256:4df4d4f8fbb3ec0d977c9cf810080fc08320dfc3543cf9420ca9c07328177e67","target":"record","created_at":"2026-07-05T11:00:20Z","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":"daa44974ec3c122f3bc91f3eccaa5533893b962740ba9356e86689e4816bfc95","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-05-08T12:28:00Z","title_canon_sha256":"7aea3c4b609f9c271b7109e495254d7eea71c8dc9a0c2ea50ab2b7d2a7ff8497"},"schema_version":"1.0","source":{"id":"2505.05177","kind":"arxiv","version":1}},"canonical_sha256":"274c2e291cff398ba3e6cac8b87cd52d6bbc09df68c0077fd7a2d7fcdf6fa558","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"274c2e291cff398ba3e6cac8b87cd52d6bbc09df68c0077fd7a2d7fcdf6fa558","first_computed_at":"2026-07-05T11:00:20.235794Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:00:20.235794Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bmETiivWT1O+39ovdKn5nNZ229E4fM6MZRKTvK+0bw4F4X+wguAe3fuJQRpTC9UiKtZEtM+UiLFCsG7SO1PZBw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:00:20.236322Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.05177","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4df4d4f8fbb3ec0d977c9cf810080fc08320dfc3543cf9420ca9c07328177e67","sha256:b5d3f5c8a652176fdf1da573eb023595fc08162d997a8aec47e71b1536ecaf4e"],"state_sha256":"ba0b6972b21e9821cdea11eafa5f8c7ce3555e2375cee3f912826526dd7ae974"}