{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:BUREGRF2VR63XIJBRJ2XAI7STO","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":"f00a3ece50dbb0f824b976081f50366e8593df20e4d85503db7a56b63f71b476","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-09T19:44:04Z","title_canon_sha256":"10317feb26e117de34ae8ff25930bc9dcda03577add127e1d8d548cd3cdf99ef"},"schema_version":"1.0","source":{"id":"2505.07871","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.07871","created_at":"2026-07-05T11:01:58Z"},{"alias_kind":"arxiv_version","alias_value":"2505.07871v1","created_at":"2026-07-05T11:01:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.07871","created_at":"2026-07-05T11:01:58Z"},{"alias_kind":"pith_short_12","alias_value":"BUREGRF2VR63","created_at":"2026-07-05T11:01:58Z"},{"alias_kind":"pith_short_16","alias_value":"BUREGRF2VR63XIJB","created_at":"2026-07-05T11:01:58Z"},{"alias_kind":"pith_short_8","alias_value":"BUREGRF2","created_at":"2026-07-05T11:01:58Z"}],"graph_snapshots":[{"event_id":"sha256:9c10ab6ecd572063a8eaba86fbcf9813565285c0fddf8b4f4caf2aecbe1dad76","target":"graph","created_at":"2026-07-05T11:01:58Z","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/2505.07871/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Financial sentiment analysis (FSA) presents unique challenges to LLMs that surpass those in typical sentiment analysis due to the nuanced language used in financial contexts. The prowess of these models is often undermined by the inherent subjectivity of sentiment classifications in existing benchmark datasets like Financial Phrasebank. These datasets typically feature undefined sentiment classes that reflect the highly individualized perspectives of annotators, leading to significant variability in annotations. This variability results in an unfair expectation for LLMs during benchmarking, wh","authors_text":"Ajim Uddin, A M Muntasir Rahman, Guiling \"Grace\" Wang","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-09T19:44:04Z","title":"Evaluating Financial Sentiment Analysis with Annotators Instruction Assisted Prompting: Enhancing Contextual Interpretation and Stock Prediction Accuracy"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.07871","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:c359f249391e8f03690bbe53f92dfcac47c949ff40c19848107716dc6855c7bb","target":"record","created_at":"2026-07-05T11:01:58Z","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":"f00a3ece50dbb0f824b976081f50366e8593df20e4d85503db7a56b63f71b476","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-09T19:44:04Z","title_canon_sha256":"10317feb26e117de34ae8ff25930bc9dcda03577add127e1d8d548cd3cdf99ef"},"schema_version":"1.0","source":{"id":"2505.07871","kind":"arxiv","version":1}},"canonical_sha256":"0d224344baac7dbba1218a757023f29b9e9509a367849a703ef78a0c1f498e1b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0d224344baac7dbba1218a757023f29b9e9509a367849a703ef78a0c1f498e1b","first_computed_at":"2026-07-05T11:01:58.512785Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:01:58.512785Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MzQAzgNSCDVDaO8bryyfMMhK82Q6/aKlaBgJAVrHxh2gYYNtsb/UxvD9pB8SR7eFk3ATpQj1NkGhZgOk/Y8kCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:01:58.513251Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.07871","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c359f249391e8f03690bbe53f92dfcac47c949ff40c19848107716dc6855c7bb","sha256:9c10ab6ecd572063a8eaba86fbcf9813565285c0fddf8b4f4caf2aecbe1dad76"],"state_sha256":"2860aadc3c9381204e50993cb2446db908e2e4a883e46a7e15b8badd279bd8b4"}