{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:5BJKD4TZSCSVXXIX2J2DVUISBM","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":"ede58f51abb9dd1f82001b3dead9dc09bcf217cbff6ad30381621353cb04f989","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-05-22T13:18:17Z","title_canon_sha256":"94561e7523eeb3b7b32102b206ab481348dc840e46718b7b5d458ae36ad3c6b7"},"schema_version":"1.0","source":{"id":"2305.13016","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.13016","created_at":"2026-07-05T08:26:57Z"},{"alias_kind":"arxiv_version","alias_value":"2305.13016v3","created_at":"2026-07-05T08:26:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.13016","created_at":"2026-07-05T08:26:57Z"},{"alias_kind":"pith_short_12","alias_value":"5BJKD4TZSCSV","created_at":"2026-07-05T08:26:57Z"},{"alias_kind":"pith_short_16","alias_value":"5BJKD4TZSCSVXXIX","created_at":"2026-07-05T08:26:57Z"},{"alias_kind":"pith_short_8","alias_value":"5BJKD4TZ","created_at":"2026-07-05T08:26:57Z"}],"graph_snapshots":[{"event_id":"sha256:a7bf06578912cc4c5f1ccf34dedec505052035d3e16cb85005d845717e2fd34c","target":"graph","created_at":"2026-07-05T08:26:57Z","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/2305.13016/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Despite the advancements in in-context learning (ICL) for large language models (LLMs), current research centers on specific prompt engineering, such as demonstration selection, with the expectation that a single iteration of demonstrations processing can generalize effectively to a given test sample. However, this perspective overlooks the potential benefits derived from multiple iterations involving demonstrations, a practice aligning more closely with the iterative decision-making process exhibited by humans, who often learn through analogy. In this study, we introduce a novel two-stage fra","authors_text":"Bailin Wang, Binhua Li, Binyuan Hui, Bowen Li, Fei Huang, Jiaxi Yang, Min Yang, Yongbin Li","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-05-22T13:18:17Z","title":"Iterative Forward Tuning Boosts In-Context Learning in Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.13016","kind":"arxiv","version":3},"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":"sha256:73d271e802f1284cd0190b74d8d76618f0e5f2fde0cb3b42308367d877673776","target":"record","created_at":"2026-07-05T08:26:57Z","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":"ede58f51abb9dd1f82001b3dead9dc09bcf217cbff6ad30381621353cb04f989","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-05-22T13:18:17Z","title_canon_sha256":"94561e7523eeb3b7b32102b206ab481348dc840e46718b7b5d458ae36ad3c6b7"},"schema_version":"1.0","source":{"id":"2305.13016","kind":"arxiv","version":3}},"canonical_sha256":"e852a1f27990a55bdd17d2743ad1120b28e8f0ab51396b68e419e520ae69f892","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e852a1f27990a55bdd17d2743ad1120b28e8f0ab51396b68e419e520ae69f892","first_computed_at":"2026-07-05T08:26:57.216565Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:26:57.216565Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"xzrBeG0dc7vjCj1tCkCSqfiaErBWYI21CurdOyoUdQamqnqngeZvcZjEpepOsBlysLOIHYUvIu5q/EdVPaWbAg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:26:57.217045Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.13016","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:73d271e802f1284cd0190b74d8d76618f0e5f2fde0cb3b42308367d877673776","sha256:a7bf06578912cc4c5f1ccf34dedec505052035d3e16cb85005d845717e2fd34c"],"state_sha256":"9302618615ed58c6ee86e26710bb7b26aca54ab546c6506cb3e7c0af1d95a0ed"}