{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:O25KOHPEFQJCEN47TU22DHBGIA","short_pith_number":"pith:O25KOHPE","canonical_record":{"source":{"id":"2606.25867","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-24T14:14:07Z","cross_cats_sorted":[],"title_canon_sha256":"2de1b8b0768f0e077cd072fcb09f5294870ce432378df08700b62cb907e1b1bd","abstract_canon_sha256":"dea4f37b5eed7e73ae0fa254e8e652e76ed2fa54d3fdcb7b2ac7ce28d6f8815e"},"schema_version":"1.0"},"canonical_sha256":"76baa71de42c1222379f9d35a19c26403db4c68e3b0a0ac522ca95bdcb8076cc","source":{"kind":"arxiv","id":"2606.25867","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.25867","created_at":"2026-06-25T01:18:41Z"},{"alias_kind":"arxiv_version","alias_value":"2606.25867v1","created_at":"2026-06-25T01:18:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.25867","created_at":"2026-06-25T01:18:41Z"},{"alias_kind":"pith_short_12","alias_value":"O25KOHPEFQJC","created_at":"2026-06-25T01:18:41Z"},{"alias_kind":"pith_short_16","alias_value":"O25KOHPEFQJCEN47","created_at":"2026-06-25T01:18:41Z"},{"alias_kind":"pith_short_8","alias_value":"O25KOHPE","created_at":"2026-06-25T01:18:41Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:O25KOHPEFQJCEN47TU22DHBGIA","target":"record","payload":{"canonical_record":{"source":{"id":"2606.25867","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-24T14:14:07Z","cross_cats_sorted":[],"title_canon_sha256":"2de1b8b0768f0e077cd072fcb09f5294870ce432378df08700b62cb907e1b1bd","abstract_canon_sha256":"dea4f37b5eed7e73ae0fa254e8e652e76ed2fa54d3fdcb7b2ac7ce28d6f8815e"},"schema_version":"1.0"},"canonical_sha256":"76baa71de42c1222379f9d35a19c26403db4c68e3b0a0ac522ca95bdcb8076cc","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-25T01:18:41.636436Z","signature_b64":"PQFzJ/D5udX7teSRkYeTaFER1ZQEV4nmA5zbzFBbGOsNm8qJN1oMePflFoTwRX4kaEukiR2PXVPdPKINM9JVDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"76baa71de42c1222379f9d35a19c26403db4c68e3b0a0ac522ca95bdcb8076cc","last_reissued_at":"2026-06-25T01:18:41.636020Z","signature_status":"signed_v1","first_computed_at":"2026-06-25T01:18:41.636020Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.25867","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-25T01:18:41Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tRb9WpofpBDoHEVbOJVrRXJnKQdnR8bSr8I78EjCxqJwvh+7E+58nVtj2gfJb0oQ3WXBs6uvdM/aG7vQzSYjAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-03T16:48:35.650073Z"},"content_sha256":"1287afbf99077edd54c1f8b3839f82733186bfa3ac70baeb7053c2fb416b03fa","schema_version":"1.0","event_id":"sha256:1287afbf99077edd54c1f8b3839f82733186bfa3ac70baeb7053c2fb416b03fa"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:O25KOHPEFQJCEN47TU22DHBGIA","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LLM-Based Discovery of Latent Requirements from Stakeholder Conversations: Preliminary Results from Industry","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"Martin Lochner, Mehrdad Sabetzadeh, Mithila Sivakumar, Shiva Nejati","submitted_at":"2026-06-24T14:14:07Z","abstract_excerpt":"Stakeholder interviews are an important source of information for requirements elicitation, yet many relevant requirements remain implicit in such conversations. Stakeholders frequently describe workflows, challenges, and operational practices without explicitly articulating the software capabilities that could address them. Recent work has considered the use of LLMs to analyze conversational data and extract requirements from stakeholder interviews. Existing approaches, however, primarily focus on identifying explicitly stated requirements, leaving implicit opportunities largely unexplored. I"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.25867","kind":"arxiv","version":1},"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/2606.25867/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":"2026-06-25T01:18:41Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"R30o+DJoJpgDNggEwgGCMhP58iwpn+s1KiNueZEH43hjAl4gL1D/Mzaw8znxqU0aQ09WP5essWHZlnbskWPgBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-03T16:48:35.650461Z"},"content_sha256":"2038e72951ba3af1f2d3921e87e3493bb88b407a90044d51a59c014a0b506ebe","schema_version":"1.0","event_id":"sha256:2038e72951ba3af1f2d3921e87e3493bb88b407a90044d51a59c014a0b506ebe"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/O25KOHPEFQJCEN47TU22DHBGIA/bundle.json","state_url":"https://pith.science/pith/O25KOHPEFQJCEN47TU22DHBGIA/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/O25KOHPEFQJCEN47TU22DHBGIA/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":"2026-07-03T16:48:35Z","links":{"resolver":"https://pith.science/pith/O25KOHPEFQJCEN47TU22DHBGIA","bundle":"https://pith.science/pith/O25KOHPEFQJCEN47TU22DHBGIA/bundle.json","state":"https://pith.science/pith/O25KOHPEFQJCEN47TU22DHBGIA/state.json","well_known_bundle":"https://pith.science/.well-known/pith/O25KOHPEFQJCEN47TU22DHBGIA/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:O25KOHPEFQJCEN47TU22DHBGIA","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":"dea4f37b5eed7e73ae0fa254e8e652e76ed2fa54d3fdcb7b2ac7ce28d6f8815e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-24T14:14:07Z","title_canon_sha256":"2de1b8b0768f0e077cd072fcb09f5294870ce432378df08700b62cb907e1b1bd"},"schema_version":"1.0","source":{"id":"2606.25867","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.25867","created_at":"2026-06-25T01:18:41Z"},{"alias_kind":"arxiv_version","alias_value":"2606.25867v1","created_at":"2026-06-25T01:18:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.25867","created_at":"2026-06-25T01:18:41Z"},{"alias_kind":"pith_short_12","alias_value":"O25KOHPEFQJC","created_at":"2026-06-25T01:18:41Z"},{"alias_kind":"pith_short_16","alias_value":"O25KOHPEFQJCEN47","created_at":"2026-06-25T01:18:41Z"},{"alias_kind":"pith_short_8","alias_value":"O25KOHPE","created_at":"2026-06-25T01:18:41Z"}],"graph_snapshots":[{"event_id":"sha256:2038e72951ba3af1f2d3921e87e3493bb88b407a90044d51a59c014a0b506ebe","target":"graph","created_at":"2026-06-25T01:18:41Z","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/2606.25867/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Stakeholder interviews are an important source of information for requirements elicitation, yet many relevant requirements remain implicit in such conversations. Stakeholders frequently describe workflows, challenges, and operational practices without explicitly articulating the software capabilities that could address them. Recent work has considered the use of LLMs to analyze conversational data and extract requirements from stakeholder interviews. Existing approaches, however, primarily focus on identifying explicitly stated requirements, leaving implicit opportunities largely unexplored. I","authors_text":"Martin Lochner, Mehrdad Sabetzadeh, Mithila Sivakumar, Shiva Nejati","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-24T14:14:07Z","title":"LLM-Based Discovery of Latent Requirements from Stakeholder Conversations: Preliminary Results from Industry"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.25867","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":"sha256:1287afbf99077edd54c1f8b3839f82733186bfa3ac70baeb7053c2fb416b03fa","target":"record","created_at":"2026-06-25T01:18:41Z","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":"dea4f37b5eed7e73ae0fa254e8e652e76ed2fa54d3fdcb7b2ac7ce28d6f8815e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-24T14:14:07Z","title_canon_sha256":"2de1b8b0768f0e077cd072fcb09f5294870ce432378df08700b62cb907e1b1bd"},"schema_version":"1.0","source":{"id":"2606.25867","kind":"arxiv","version":1}},"canonical_sha256":"76baa71de42c1222379f9d35a19c26403db4c68e3b0a0ac522ca95bdcb8076cc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"76baa71de42c1222379f9d35a19c26403db4c68e3b0a0ac522ca95bdcb8076cc","first_computed_at":"2026-06-25T01:18:41.636020Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-25T01:18:41.636020Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PQFzJ/D5udX7teSRkYeTaFER1ZQEV4nmA5zbzFBbGOsNm8qJN1oMePflFoTwRX4kaEukiR2PXVPdPKINM9JVDw==","signature_status":"signed_v1","signed_at":"2026-06-25T01:18:41.636436Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.25867","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1287afbf99077edd54c1f8b3839f82733186bfa3ac70baeb7053c2fb416b03fa","sha256:2038e72951ba3af1f2d3921e87e3493bb88b407a90044d51a59c014a0b506ebe"],"state_sha256":"2983990f36c0b819a9bd397585378d6b75d1aca890937fd441d37b0c6f9a6f67"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"AI6ACdljEXlxhYY9yGi8UPng+uM8Lc/ZoltABZk/lWQCSzsliKNCZ+p3y9RgXuBXjzYbBVTc1QzPnSMy++TwCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-03T16:48:35.652421Z","bundle_sha256":"4f7b6ddea96a7c0323a1f419af2e66b12ca9ba96b4162faf50fac1a103274c6b"}}