{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:UKLD5AXNYN5FOX36J4UOAKOO63","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":"469d996e3c30b578f1bd50b99834d00893e20c03fcd0bcaf1b32660e90bf09f4","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-04-24T06:12:00Z","title_canon_sha256":"805fe599c24bf1bbb35f48525ecf7694b8626835457c33caa5cd2ef04c279018"},"schema_version":"1.0","source":{"id":"2404.15676","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.15676","created_at":"2026-07-05T10:10:07Z"},{"alias_kind":"arxiv_version","alias_value":"2404.15676v3","created_at":"2026-07-05T10:10:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.15676","created_at":"2026-07-05T10:10:07Z"},{"alias_kind":"pith_short_12","alias_value":"UKLD5AXNYN5F","created_at":"2026-07-05T10:10:07Z"},{"alias_kind":"pith_short_16","alias_value":"UKLD5AXNYN5FOX36","created_at":"2026-07-05T10:10:07Z"},{"alias_kind":"pith_short_8","alias_value":"UKLD5AXN","created_at":"2026-07-05T10:10:07Z"}],"graph_snapshots":[{"event_id":"sha256:a932d20ae7980f524d1a248fdb2e26bb3c50f89c9a080facc16edc0aaed41827","target":"graph","created_at":"2026-07-05T10:10:07Z","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/2404.15676/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Chain-of-Thought (CoT) has been a widely adopted prompting method, eliciting impressive reasoning abilities of Large Language Models (LLMs). Inspired by the sequential thought structure of CoT, a number of Chain-of-X (CoX) methods have been developed to address various challenges across diverse domains and tasks involving LLMs. In this paper, we provide a comprehensive survey of Chain-of-X methods for LLMs in different contexts. Specifically, we categorize them by taxonomies of nodes, i.e., the X in CoX, and application tasks. We also discuss the findings and implications of existing CoX metho","authors_text":"Julian McAuley, Mingyan Li, Rui Wang, Shuai Li, Tong Yu, Xiang Chen, Xu Liu, Yu Xia","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-04-24T06:12:00Z","title":"Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.15676","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":"sha256:24a5a335dfd0c546ea6f4a077dcb89ac99f0bfefe07ae3d589a69bd40522aefe","target":"record","created_at":"2026-07-05T10:10:07Z","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":"469d996e3c30b578f1bd50b99834d00893e20c03fcd0bcaf1b32660e90bf09f4","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-04-24T06:12:00Z","title_canon_sha256":"805fe599c24bf1bbb35f48525ecf7694b8626835457c33caa5cd2ef04c279018"},"schema_version":"1.0","source":{"id":"2404.15676","kind":"arxiv","version":3}},"canonical_sha256":"a2963e82edc37a575f7e4f28e029cef6db96ed4440c1bbf8adbb6e5e3ad3a256","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a2963e82edc37a575f7e4f28e029cef6db96ed4440c1bbf8adbb6e5e3ad3a256","first_computed_at":"2026-07-05T10:10:07.406249Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:10:07.406249Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Cf7SsZRHNgNb3NbH1Co7MuIvrRiK62ZSXn7cd7x5YtCGvjW+P6T9/9pJcGNS5yTbWTEE6+cOvcMhmq8BVOupBg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:10:07.406746Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.15676","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:24a5a335dfd0c546ea6f4a077dcb89ac99f0bfefe07ae3d589a69bd40522aefe","sha256:a932d20ae7980f524d1a248fdb2e26bb3c50f89c9a080facc16edc0aaed41827"],"state_sha256":"7cce6b964b6e4b0b776e845b0c2218945287e5c47c25467a6fbc53b2e642d0f1"}