{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:7DSZH42YH6CZBDEVLQNLY5PSY7","short_pith_number":"pith:7DSZH42Y","canonical_record":{"source":{"id":"2503.10084","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-03-13T06:11:10Z","cross_cats_sorted":[],"title_canon_sha256":"e308dce1381453f91fa67c0c358b1c0443fee92b8e8c7d9bde712ac3e81380c4","abstract_canon_sha256":"1835edd31b8d4293a4658836b7d1a5b9f4eaf24d69cfbf50cf79da07b3ffd472"},"schema_version":"1.0"},"canonical_sha256":"f8e593f3583f85908c955c1abc75f2c7f15f05344fb6410db0052154a9a38d6a","source":{"kind":"arxiv","id":"2503.10084","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.10084","created_at":"2026-07-05T11:13:22Z"},{"alias_kind":"arxiv_version","alias_value":"2503.10084v2","created_at":"2026-07-05T11:13:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.10084","created_at":"2026-07-05T11:13:22Z"},{"alias_kind":"pith_short_12","alias_value":"7DSZH42YH6CZ","created_at":"2026-07-05T11:13:22Z"},{"alias_kind":"pith_short_16","alias_value":"7DSZH42YH6CZBDEV","created_at":"2026-07-05T11:13:22Z"},{"alias_kind":"pith_short_8","alias_value":"7DSZH42Y","created_at":"2026-07-05T11:13:22Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:7DSZH42YH6CZBDEVLQNLY5PSY7","target":"record","payload":{"canonical_record":{"source":{"id":"2503.10084","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-03-13T06:11:10Z","cross_cats_sorted":[],"title_canon_sha256":"e308dce1381453f91fa67c0c358b1c0443fee92b8e8c7d9bde712ac3e81380c4","abstract_canon_sha256":"1835edd31b8d4293a4658836b7d1a5b9f4eaf24d69cfbf50cf79da07b3ffd472"},"schema_version":"1.0"},"canonical_sha256":"f8e593f3583f85908c955c1abc75f2c7f15f05344fb6410db0052154a9a38d6a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:13:22.445224Z","signature_b64":"NQlng2OPaIKbpbX6LeYBrSEeSmoC2M1LuPFVOk1pLCYvjo6bn88LgEq/KNS2a2kq8hcKTPYM9cRTtZ68wXIQDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f8e593f3583f85908c955c1abc75f2c7f15f05344fb6410db0052154a9a38d6a","last_reissued_at":"2026-07-05T11:13:22.444691Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:13:22.444691Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.10084","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:13:22Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QFT7b21dWZQz1WkzhXG3mVf22yVoZfzhGKYVjdHGsTIdvWbHIsjeLZl7h0VXKXX/LTiFrIDD7uj4MbPTTm3IBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T12:27:33.582326Z"},"content_sha256":"a2beb434b6dc1c4ffe71f86f51c1562b5516c55a1f8a9ca8995c9f6035e64a0e","schema_version":"1.0","event_id":"sha256:a2beb434b6dc1c4ffe71f86f51c1562b5516c55a1f8a9ca8995c9f6035e64a0e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:7DSZH42YH6CZBDEVLQNLY5PSY7","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Why Prompt Design Matters and Works: A Complexity Analysis of Prompt Search Space in LLMs","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Chenyu You, Dujian Ding, Jiaqi Wei, Juntai Cao, Xiang Zhang","submitted_at":"2025-03-13T06:11:10Z","abstract_excerpt":"Despite the remarkable successes of large language models (LLMs), the underlying Transformer architecture has inherent limitations in handling complex reasoning tasks. Chain-of-thought (CoT) prompting has emerged as a practical workaround, but most CoT-based methods rely on a single, generic prompt such as \"think step by step\", with no task-specific adaptation. These approaches expect the model to discover an effective reasoning path on its own, forcing it to search through a vast prompt space. In contrast, several studies have explored task-specific prompt designs to boost performance. Howeve"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.10084","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2503.10084/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:13:22Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"l48VnwkitZ5e+9UCAokjqAx+pWdxwbXtz/aeuS4lGfVRiIsFi5BKD9EDiKuukAKix3N87iVj301vqiI1rLG7BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T12:27:33.582791Z"},"content_sha256":"d9a928292bc42a622566634e0034443f3bd205065925537e28b1228b3a169039","schema_version":"1.0","event_id":"sha256:d9a928292bc42a622566634e0034443f3bd205065925537e28b1228b3a169039"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7DSZH42YH6CZBDEVLQNLY5PSY7/bundle.json","state_url":"https://pith.science/pith/7DSZH42YH6CZBDEVLQNLY5PSY7/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7DSZH42YH6CZBDEVLQNLY5PSY7/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-14T12:27:33Z","links":{"resolver":"https://pith.science/pith/7DSZH42YH6CZBDEVLQNLY5PSY7","bundle":"https://pith.science/pith/7DSZH42YH6CZBDEVLQNLY5PSY7/bundle.json","state":"https://pith.science/pith/7DSZH42YH6CZBDEVLQNLY5PSY7/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7DSZH42YH6CZBDEVLQNLY5PSY7/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:7DSZH42YH6CZBDEVLQNLY5PSY7","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":"1835edd31b8d4293a4658836b7d1a5b9f4eaf24d69cfbf50cf79da07b3ffd472","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-03-13T06:11:10Z","title_canon_sha256":"e308dce1381453f91fa67c0c358b1c0443fee92b8e8c7d9bde712ac3e81380c4"},"schema_version":"1.0","source":{"id":"2503.10084","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.10084","created_at":"2026-07-05T11:13:22Z"},{"alias_kind":"arxiv_version","alias_value":"2503.10084v2","created_at":"2026-07-05T11:13:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.10084","created_at":"2026-07-05T11:13:22Z"},{"alias_kind":"pith_short_12","alias_value":"7DSZH42YH6CZ","created_at":"2026-07-05T11:13:22Z"},{"alias_kind":"pith_short_16","alias_value":"7DSZH42YH6CZBDEV","created_at":"2026-07-05T11:13:22Z"},{"alias_kind":"pith_short_8","alias_value":"7DSZH42Y","created_at":"2026-07-05T11:13:22Z"}],"graph_snapshots":[{"event_id":"sha256:d9a928292bc42a622566634e0034443f3bd205065925537e28b1228b3a169039","target":"graph","created_at":"2026-07-05T11:13:22Z","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/2503.10084/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Despite the remarkable successes of large language models (LLMs), the underlying Transformer architecture has inherent limitations in handling complex reasoning tasks. Chain-of-thought (CoT) prompting has emerged as a practical workaround, but most CoT-based methods rely on a single, generic prompt such as \"think step by step\", with no task-specific adaptation. These approaches expect the model to discover an effective reasoning path on its own, forcing it to search through a vast prompt space. In contrast, several studies have explored task-specific prompt designs to boost performance. Howeve","authors_text":"Chenyu You, Dujian Ding, Jiaqi Wei, Juntai Cao, Xiang Zhang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-03-13T06:11:10Z","title":"Why Prompt Design Matters and Works: A Complexity Analysis of Prompt Search Space in LLMs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.10084","kind":"arxiv","version":2},"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:a2beb434b6dc1c4ffe71f86f51c1562b5516c55a1f8a9ca8995c9f6035e64a0e","target":"record","created_at":"2026-07-05T11:13:22Z","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":"1835edd31b8d4293a4658836b7d1a5b9f4eaf24d69cfbf50cf79da07b3ffd472","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-03-13T06:11:10Z","title_canon_sha256":"e308dce1381453f91fa67c0c358b1c0443fee92b8e8c7d9bde712ac3e81380c4"},"schema_version":"1.0","source":{"id":"2503.10084","kind":"arxiv","version":2}},"canonical_sha256":"f8e593f3583f85908c955c1abc75f2c7f15f05344fb6410db0052154a9a38d6a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f8e593f3583f85908c955c1abc75f2c7f15f05344fb6410db0052154a9a38d6a","first_computed_at":"2026-07-05T11:13:22.444691Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:13:22.444691Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"NQlng2OPaIKbpbX6LeYBrSEeSmoC2M1LuPFVOk1pLCYvjo6bn88LgEq/KNS2a2kq8hcKTPYM9cRTtZ68wXIQDA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:13:22.445224Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.10084","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a2beb434b6dc1c4ffe71f86f51c1562b5516c55a1f8a9ca8995c9f6035e64a0e","sha256:d9a928292bc42a622566634e0034443f3bd205065925537e28b1228b3a169039"],"state_sha256":"9e30219e08449f59949b2ae26d963b76acb648016610320225d69308c77e380a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"AV8u3sKIDNe1KtG+3eATejG5LT9hluOHyhdYxHvdLdcuotwJazvZFkKCiMsP7Tu4K1onUR5NUVT6LcpEvGQiAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-14T12:27:33.586990Z","bundle_sha256":"3b82a32d05f0c4b694af08355ba0087007d225ba5e97d272464707e9496fe057"}}