{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2019:CXIKTCRS4NS2SETQSQLBEZJJLI","short_pith_number":"pith:CXIKTCRS","schema_version":"1.0","canonical_sha256":"15d0a98a32e365a9127094161265295a054dc13cd4f14fd184a574e31a1f5e8b","source":{"kind":"arxiv","id":"1906.02868","version":2},"attestation_state":"computed","paper":{"title":"Modeling financial analysts' decision making via the pragmatics and semantics of earnings calls","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Amanda Stent, Katherine A. Keith","submitted_at":"2019-06-07T02:30:31Z","abstract_excerpt":"Every fiscal quarter, companies hold earnings calls in which company executives respond to questions from analysts. After these calls, analysts often change their price target recommendations, which are used in equity research reports to help investors make decisions. In this paper, we examine analysts' decision making behavior as it pertains to the language content of earnings calls. We identify a set of 20 pragmatic features of analysts' questions which we correlate with analysts' pre-call investor recommendations. We also analyze the degree to which semantic and pragmatic features from an e"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1906.02868","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2019-06-07T02:30:31Z","cross_cats_sorted":[],"title_canon_sha256":"982f17c9661026690cd2a85f9a92d3629f682b90fbe9b3c2123fcd2b5b885adc","abstract_canon_sha256":"5a0ca51a91347fb4439c3bb2de689776b08504858dde56b2ac6bd0870ee5f6a9"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-17T23:42:41.436636Z","signature_b64":"nvAK9h2wP3hsApnyL8Kcc4Gu4YVOGA0DMJ1b7K+TClRFSqtohqjshvZYAzkLdVLwzZcEhp5m9YljnhG66UVZAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"15d0a98a32e365a9127094161265295a054dc13cd4f14fd184a574e31a1f5e8b","last_reissued_at":"2026-05-17T23:42:41.435643Z","signature_status":"signed_v1","first_computed_at":"2026-05-17T23:42:41.435643Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Modeling financial analysts' decision making via the pragmatics and semantics of earnings calls","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Amanda Stent, Katherine A. Keith","submitted_at":"2019-06-07T02:30:31Z","abstract_excerpt":"Every fiscal quarter, companies hold earnings calls in which company executives respond to questions from analysts. After these calls, analysts often change their price target recommendations, which are used in equity research reports to help investors make decisions. In this paper, we examine analysts' decision making behavior as it pertains to the language content of earnings calls. We identify a set of 20 pragmatic features of analysts' questions which we correlate with analysts' pre-call investor recommendations. We also analyze the degree to which semantic and pragmatic features from an e"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1906.02868","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":""},"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"},"aliases":[{"alias_kind":"arxiv","alias_value":"1906.02868","created_at":"2026-05-17T23:42:41.435977+00:00"},{"alias_kind":"arxiv_version","alias_value":"1906.02868v2","created_at":"2026-05-17T23:42:41.435977+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1906.02868","created_at":"2026-05-17T23:42:41.435977+00:00"},{"alias_kind":"pith_short_12","alias_value":"CXIKTCRS4NS2","created_at":"2026-05-18T12:33:15.570797+00:00"},{"alias_kind":"pith_short_16","alias_value":"CXIKTCRS4NS2SETQ","created_at":"2026-05-18T12:33:15.570797+00:00"},{"alias_kind":"pith_short_8","alias_value":"CXIKTCRS","created_at":"2026-05-18T12:33:15.570797+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/CXIKTCRS4NS2SETQSQLBEZJJLI","json":"https://pith.science/pith/CXIKTCRS4NS2SETQSQLBEZJJLI.json","graph_json":"https://pith.science/api/pith-number/CXIKTCRS4NS2SETQSQLBEZJJLI/graph.json","events_json":"https://pith.science/api/pith-number/CXIKTCRS4NS2SETQSQLBEZJJLI/events.json","paper":"https://pith.science/paper/CXIKTCRS"},"agent_actions":{"view_html":"https://pith.science/pith/CXIKTCRS4NS2SETQSQLBEZJJLI","download_json":"https://pith.science/pith/CXIKTCRS4NS2SETQSQLBEZJJLI.json","view_paper":"https://pith.science/paper/CXIKTCRS","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1906.02868&json=true","fetch_graph":"https://pith.science/api/pith-number/CXIKTCRS4NS2SETQSQLBEZJJLI/graph.json","fetch_events":"https://pith.science/api/pith-number/CXIKTCRS4NS2SETQSQLBEZJJLI/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/CXIKTCRS4NS2SETQSQLBEZJJLI/action/timestamp_anchor","attest_storage":"https://pith.science/pith/CXIKTCRS4NS2SETQSQLBEZJJLI/action/storage_attestation","attest_author":"https://pith.science/pith/CXIKTCRS4NS2SETQSQLBEZJJLI/action/author_attestation","sign_citation":"https://pith.science/pith/CXIKTCRS4NS2SETQSQLBEZJJLI/action/citation_signature","submit_replication":"https://pith.science/pith/CXIKTCRS4NS2SETQSQLBEZJJLI/action/replication_record"}},"created_at":"2026-05-17T23:42:41.435977+00:00","updated_at":"2026-05-17T23:42:41.435977+00:00"}