{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:3QOSQP45D4UZEJHT6AMKKNY2KL","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":"4f5b1daceca31d2c89768b7f3283da248d4ae8f58d2613f75ea22c78a3e4ce06","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2017-05-15T19:25:41Z","title_canon_sha256":"dfd7eef2b7c398c3a6d6f832267f604a722450f8228d5a83f027645e7f989b20"},"schema_version":"1.0","source":{"id":"1705.05420","kind":"arxiv","version":6}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1705.05420","created_at":"2026-05-18T00:00:41Z"},{"alias_kind":"arxiv_version","alias_value":"1705.05420v6","created_at":"2026-05-18T00:00:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1705.05420","created_at":"2026-05-18T00:00:41Z"},{"alias_kind":"pith_short_12","alias_value":"3QOSQP45D4UZ","created_at":"2026-05-18T12:30:58Z"},{"alias_kind":"pith_short_16","alias_value":"3QOSQP45D4UZEJHT","created_at":"2026-05-18T12:30:58Z"},{"alias_kind":"pith_short_8","alias_value":"3QOSQP45","created_at":"2026-05-18T12:30:58Z"}],"graph_snapshots":[{"event_id":"sha256:6b3d9bdb6a6cbe13a132c36021f5ad61ab1b73bb3fa409a7b259931c1f26cd5c","target":"graph","created_at":"2026-05-18T00:00:41Z","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"},"paper":{"abstract_excerpt":"Literature reviews are essential for any researcher trying to keep up to date with the burgeoning software engineering literature. FAST$^2$ is a novel tool for reducing the effort required for conducting literature reviews by assisting the researchers to find the next promising paper to read (among a set of unread papers). This paper describes FAST$^2$ and tests it on four large software engineering literature reviews conducted by Wahono (2015), Hall (2012), Radjenovi\\'c (2013) and Kitchenham (2017). We find that FAST$^2$ is a faster and robust tool to assist researcher finding relevant SE pap","authors_text":"Tim Menzies, Zhe Yu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2017-05-15T19:25:41Z","title":"FAST$^2$: an Intelligent Assistant for Finding Relevant Papers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1705.05420","kind":"arxiv","version":6},"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":"sha256:8c41a2f99298e7a34ea2909d38dda9bf44efc7111c9dc00c11ad2bb8b5c72e44","target":"record","created_at":"2026-05-18T00:00:41Z","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":"4f5b1daceca31d2c89768b7f3283da248d4ae8f58d2613f75ea22c78a3e4ce06","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2017-05-15T19:25:41Z","title_canon_sha256":"dfd7eef2b7c398c3a6d6f832267f604a722450f8228d5a83f027645e7f989b20"},"schema_version":"1.0","source":{"id":"1705.05420","kind":"arxiv","version":6}},"canonical_sha256":"dc1d283f9d1f299224f3f018a5371a52e6ae42203baeecdd5dfc2236a1b91a9e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"dc1d283f9d1f299224f3f018a5371a52e6ae42203baeecdd5dfc2236a1b91a9e","first_computed_at":"2026-05-18T00:00:41.512366Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:00:41.512366Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"iqRXlpfWI87kM0LH5OpkwLhZwqlIq0EpQ5auwaVz+5IhXmwaHCIPOdaS1SE8Cyid1bZaf7wuhRkNq8t2Sn+RBA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:00:41.512741Z","signed_message":"canonical_sha256_bytes"},"source_id":"1705.05420","source_kind":"arxiv","source_version":6}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8c41a2f99298e7a34ea2909d38dda9bf44efc7111c9dc00c11ad2bb8b5c72e44","sha256:6b3d9bdb6a6cbe13a132c36021f5ad61ab1b73bb3fa409a7b259931c1f26cd5c"],"state_sha256":"d07a9a41be1f8f0a6c714463cbc4db88e6e776ac22b486150f8379b13bfd50a4"}