{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:S2Y3DTAEZP46ZWWYHJ3X3TMPTV","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":"0c69323540079fdaca290f6b1a9c97f9999f2f6ff76b22c04d9043913cf5bf5c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2022-11-09T04:13:31Z","title_canon_sha256":"66e9b7d689115f32afb225fcc768149f01ca9a009fe3598d940dffa587bb4424"},"schema_version":"1.0","source":{"id":"2211.04668","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2211.04668","created_at":"2026-07-05T05:14:40Z"},{"alias_kind":"arxiv_version","alias_value":"2211.04668v1","created_at":"2026-07-05T05:14:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2211.04668","created_at":"2026-07-05T05:14:40Z"},{"alias_kind":"pith_short_12","alias_value":"S2Y3DTAEZP46","created_at":"2026-07-05T05:14:40Z"},{"alias_kind":"pith_short_16","alias_value":"S2Y3DTAEZP46ZWWY","created_at":"2026-07-05T05:14:40Z"},{"alias_kind":"pith_short_8","alias_value":"S2Y3DTAE","created_at":"2026-07-05T05:14:40Z"}],"graph_snapshots":[{"event_id":"sha256:54a58736a681fcb10b97721168177e8a43c1ac70993e1dd49dd1cef562857791","target":"graph","created_at":"2026-07-05T05:14:40Z","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/2211.04668/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Natural language prompts have been shown to facilitate cross-task generalization for large language models. However, with no or limited labeled examples, the cross-task performance is highly sensitive to the choice of prompts, while selecting a high-performing prompt is challenging given the scarcity of labels. To address the issue, we propose a Zero-Label Prompt Selection (ZPS) method that selects prompts without any labeled data or gradient update. Specifically, given the candidate human-written prompts for a task, ZPS labels a set of unlabeled data with a prompt ensemble and uses the pseudo","authors_text":"Chonghua Liao, Yanan Zheng, Zhilin Yang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2022-11-09T04:13:31Z","title":"Zero-Label Prompt Selection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2211.04668","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":"sha256:7b31217255b8b9a1660aec5cf598299a82229716d884ebea33e610cd5969313c","target":"record","created_at":"2026-07-05T05:14:40Z","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":"0c69323540079fdaca290f6b1a9c97f9999f2f6ff76b22c04d9043913cf5bf5c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2022-11-09T04:13:31Z","title_canon_sha256":"66e9b7d689115f32afb225fcc768149f01ca9a009fe3598d940dffa587bb4424"},"schema_version":"1.0","source":{"id":"2211.04668","kind":"arxiv","version":1}},"canonical_sha256":"96b1b1cc04cbf9ecdad83a777dcd8f9d53e0d1982bb757dfc9e262d9e69a56d8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"96b1b1cc04cbf9ecdad83a777dcd8f9d53e0d1982bb757dfc9e262d9e69a56d8","first_computed_at":"2026-07-05T05:14:40.393180Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:14:40.393180Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"yQiaFXSlqsK8kBa8UFPPeYrNt2qZCxhRf8X+a6Wl/YkwShmeQ0hTAM1bBuY+18NcsBB339nah9bE+J+N9uqOBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T05:14:40.393673Z","signed_message":"canonical_sha256_bytes"},"source_id":"2211.04668","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7b31217255b8b9a1660aec5cf598299a82229716d884ebea33e610cd5969313c","sha256:54a58736a681fcb10b97721168177e8a43c1ac70993e1dd49dd1cef562857791"],"state_sha256":"3c36ffea01dda3c1649921eb176c570646a9f2b154ea3aa65c29300aac7bc841"}