{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2018:F2HYYIMKWVCE7GJ6A4S3W73WRV","short_pith_number":"pith:F2HYYIMK","schema_version":"1.0","canonical_sha256":"2e8f8c218ab5444f993e0725bb7f768d627c3fae6a2c07174e578a431458f5b0","source":{"kind":"arxiv","id":"1810.05414","version":1},"attestation_state":"computed","paper":{"title":"Technology Assisted Reviews: Finding the Last Few Relevant Documents by Asking Yes/No Questions to Reviewers","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.IR","authors_text":"Dan Li, Evangelos Kanoulas, Jie Zou","submitted_at":"2018-10-12T08:59:04Z","abstract_excerpt":"The goal of a technology-assisted review is to achieve high recall with low human effort. Continuous active learning algorithms have demonstrated good performance in locating the majority of relevant documents in a collection, however their performance is reaching a plateau when 80\\%-90\\% of them has been found. Finding the last few relevant documents typically requires exhaustively reviewing the collection. In this paper, we propose a novel method to identify these last few, but significant, documents efficiently. Our method makes the hypothesis that entities carry vital information in docume"},"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":"1810.05414","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2018-10-12T08:59:04Z","cross_cats_sorted":[],"title_canon_sha256":"f114b28bedc40067a21766906a595c586f2e3caed209b94112d5a0dc962f5ed4","abstract_canon_sha256":"13f0d42e1bf250e2faffd89be7f5b78a9f419a3932accf8a32b82478340951fd"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:03:30.665887Z","signature_b64":"v8WWGofQTbapyfcabsGJ4SggzyXZzPGXiNikgRkzG9oLVrj97dlmoaCKfUdK/PA7xBFwFi317mgbFOkZyeiKBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2e8f8c218ab5444f993e0725bb7f768d627c3fae6a2c07174e578a431458f5b0","last_reissued_at":"2026-05-18T00:03:30.665251Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:03:30.665251Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Technology Assisted Reviews: Finding the Last Few Relevant Documents by Asking Yes/No Questions to Reviewers","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.IR","authors_text":"Dan Li, Evangelos Kanoulas, Jie Zou","submitted_at":"2018-10-12T08:59:04Z","abstract_excerpt":"The goal of a technology-assisted review is to achieve high recall with low human effort. Continuous active learning algorithms have demonstrated good performance in locating the majority of relevant documents in a collection, however their performance is reaching a plateau when 80\\%-90\\% of them has been found. Finding the last few relevant documents typically requires exhaustively reviewing the collection. In this paper, we propose a novel method to identify these last few, but significant, documents efficiently. Our method makes the hypothesis that entities carry vital information in docume"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1810.05414","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":""},"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":"1810.05414","created_at":"2026-05-18T00:03:30.665355+00:00"},{"alias_kind":"arxiv_version","alias_value":"1810.05414v1","created_at":"2026-05-18T00:03:30.665355+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1810.05414","created_at":"2026-05-18T00:03:30.665355+00:00"},{"alias_kind":"pith_short_12","alias_value":"F2HYYIMKWVCE","created_at":"2026-05-18T12:32:22.470017+00:00"},{"alias_kind":"pith_short_16","alias_value":"F2HYYIMKWVCE7GJ6","created_at":"2026-05-18T12:32:22.470017+00:00"},{"alias_kind":"pith_short_8","alias_value":"F2HYYIMK","created_at":"2026-05-18T12:32:22.470017+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/F2HYYIMKWVCE7GJ6A4S3W73WRV","json":"https://pith.science/pith/F2HYYIMKWVCE7GJ6A4S3W73WRV.json","graph_json":"https://pith.science/api/pith-number/F2HYYIMKWVCE7GJ6A4S3W73WRV/graph.json","events_json":"https://pith.science/api/pith-number/F2HYYIMKWVCE7GJ6A4S3W73WRV/events.json","paper":"https://pith.science/paper/F2HYYIMK"},"agent_actions":{"view_html":"https://pith.science/pith/F2HYYIMKWVCE7GJ6A4S3W73WRV","download_json":"https://pith.science/pith/F2HYYIMKWVCE7GJ6A4S3W73WRV.json","view_paper":"https://pith.science/paper/F2HYYIMK","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1810.05414&json=true","fetch_graph":"https://pith.science/api/pith-number/F2HYYIMKWVCE7GJ6A4S3W73WRV/graph.json","fetch_events":"https://pith.science/api/pith-number/F2HYYIMKWVCE7GJ6A4S3W73WRV/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/F2HYYIMKWVCE7GJ6A4S3W73WRV/action/timestamp_anchor","attest_storage":"https://pith.science/pith/F2HYYIMKWVCE7GJ6A4S3W73WRV/action/storage_attestation","attest_author":"https://pith.science/pith/F2HYYIMKWVCE7GJ6A4S3W73WRV/action/author_attestation","sign_citation":"https://pith.science/pith/F2HYYIMKWVCE7GJ6A4S3W73WRV/action/citation_signature","submit_replication":"https://pith.science/pith/F2HYYIMKWVCE7GJ6A4S3W73WRV/action/replication_record"}},"created_at":"2026-05-18T00:03:30.665355+00:00","updated_at":"2026-05-18T00:03:30.665355+00:00"}