{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:IZGYRUTMHGUHBHU3YK4DHCCWNB","short_pith_number":"pith:IZGYRUTM","canonical_record":{"source":{"id":"2501.00830","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-01T13:20:01Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"5ca67a565487bcd5b1f3d79bd273ff711734e07309f8ac26fb5683a9b1250764","abstract_canon_sha256":"40b3a59a398bc6b4bbc8626a014fbef0963468393d77c9d752f775927f765dfc"},"schema_version":"1.0"},"canonical_sha256":"464d88d26c39a8709e9bc2b83388566851d1b576c8d01684a44a0840673f8204","source":{"kind":"arxiv","id":"2501.00830","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.00830","created_at":"2026-07-05T10:09:14Z"},{"alias_kind":"arxiv_version","alias_value":"2501.00830v2","created_at":"2026-07-05T10:09:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.00830","created_at":"2026-07-05T10:09:14Z"},{"alias_kind":"pith_short_12","alias_value":"IZGYRUTMHGUH","created_at":"2026-07-05T10:09:14Z"},{"alias_kind":"pith_short_16","alias_value":"IZGYRUTMHGUHBHU3","created_at":"2026-07-05T10:09:14Z"},{"alias_kind":"pith_short_8","alias_value":"IZGYRUTM","created_at":"2026-07-05T10:09:14Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:IZGYRUTMHGUHBHU3YK4DHCCWNB","target":"record","payload":{"canonical_record":{"source":{"id":"2501.00830","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-01T13:20:01Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"5ca67a565487bcd5b1f3d79bd273ff711734e07309f8ac26fb5683a9b1250764","abstract_canon_sha256":"40b3a59a398bc6b4bbc8626a014fbef0963468393d77c9d752f775927f765dfc"},"schema_version":"1.0"},"canonical_sha256":"464d88d26c39a8709e9bc2b83388566851d1b576c8d01684a44a0840673f8204","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:09:14.204832Z","signature_b64":"GEsR8Xy11F6SssAR89cjItv94b+N6GDIHGpmhgzeqnBivd4hUOSJAI/g8xKjd2NK4CvLc1MGWH1898yOueW4BQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"464d88d26c39a8709e9bc2b83388566851d1b576c8d01684a44a0840673f8204","last_reissued_at":"2026-07-05T10:09:14.204374Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:09:14.204374Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.00830","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":"2026-07-05T10:09:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"KfCqa6XhQkYooqlNQmj/xX/nd0yirmJ5foiZ4ffRpkmutr6aBbyhXCkW/EkDzPqQO2rtusfTw3YD4W4D8sMvBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T14:55:25.819105Z"},"content_sha256":"f46a6f83ad7c0ef6461c2a00a8afd6268cf2cf2b458fb19bb4b99a797d245f98","schema_version":"1.0","event_id":"sha256:f46a6f83ad7c0ef6461c2a00a8afd6268cf2cf2b458fb19bb4b99a797d245f98"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:IZGYRUTMHGUHBHU3YK4DHCCWNB","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning about Actions","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Adam Ishay, Joohyung Lee","submitted_at":"2025-01-01T13:20:01Z","abstract_excerpt":"Large Language Models (LLMs) have made significant strides in various intelligent tasks but still struggle with complex action reasoning tasks that require systematic search. To address this limitation, we propose a method that bridges the natural language understanding capabilities of LLMs with the symbolic reasoning strengths of action languages. Our approach, termed \"LLM+AL,\" leverages the LLM's strengths in semantic parsing and commonsense knowledge generation alongside the action language's proficiency in automated reasoning based on encoded knowledge. We compare LLM+AL against state-of-t"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.00830","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/2501.00830/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":"2026-07-05T10:09:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"bdYeRGO4f+oL0/pltXL7gIAvzKiDmxFVd3h1CGY/sp15czuCfswE4OiQgcD6aJmbd2bxfTtRCChpVmy42yuPAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T14:55:25.820024Z"},"content_sha256":"b9ca45963d9eafaf5c782baeefdab9feb675f45e5a17a72421488974d5dbe6c0","schema_version":"1.0","event_id":"sha256:b9ca45963d9eafaf5c782baeefdab9feb675f45e5a17a72421488974d5dbe6c0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/IZGYRUTMHGUHBHU3YK4DHCCWNB/bundle.json","state_url":"https://pith.science/pith/IZGYRUTMHGUHBHU3YK4DHCCWNB/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/IZGYRUTMHGUHBHU3YK4DHCCWNB/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":"2026-08-14T14:55:25Z","links":{"resolver":"https://pith.science/pith/IZGYRUTMHGUHBHU3YK4DHCCWNB","bundle":"https://pith.science/pith/IZGYRUTMHGUHBHU3YK4DHCCWNB/bundle.json","state":"https://pith.science/pith/IZGYRUTMHGUHBHU3YK4DHCCWNB/state.json","well_known_bundle":"https://pith.science/.well-known/pith/IZGYRUTMHGUHBHU3YK4DHCCWNB/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:IZGYRUTMHGUHBHU3YK4DHCCWNB","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":"40b3a59a398bc6b4bbc8626a014fbef0963468393d77c9d752f775927f765dfc","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-01T13:20:01Z","title_canon_sha256":"5ca67a565487bcd5b1f3d79bd273ff711734e07309f8ac26fb5683a9b1250764"},"schema_version":"1.0","source":{"id":"2501.00830","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.00830","created_at":"2026-07-05T10:09:14Z"},{"alias_kind":"arxiv_version","alias_value":"2501.00830v2","created_at":"2026-07-05T10:09:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.00830","created_at":"2026-07-05T10:09:14Z"},{"alias_kind":"pith_short_12","alias_value":"IZGYRUTMHGUH","created_at":"2026-07-05T10:09:14Z"},{"alias_kind":"pith_short_16","alias_value":"IZGYRUTMHGUHBHU3","created_at":"2026-07-05T10:09:14Z"},{"alias_kind":"pith_short_8","alias_value":"IZGYRUTM","created_at":"2026-07-05T10:09:14Z"}],"graph_snapshots":[{"event_id":"sha256:b9ca45963d9eafaf5c782baeefdab9feb675f45e5a17a72421488974d5dbe6c0","target":"graph","created_at":"2026-07-05T10:09:14Z","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/2501.00830/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) have made significant strides in various intelligent tasks but still struggle with complex action reasoning tasks that require systematic search. To address this limitation, we propose a method that bridges the natural language understanding capabilities of LLMs with the symbolic reasoning strengths of action languages. Our approach, termed \"LLM+AL,\" leverages the LLM's strengths in semantic parsing and commonsense knowledge generation alongside the action language's proficiency in automated reasoning based on encoded knowledge. We compare LLM+AL against state-of-t","authors_text":"Adam Ishay, Joohyung Lee","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-01T13:20:01Z","title":"LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning about Actions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.00830","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:f46a6f83ad7c0ef6461c2a00a8afd6268cf2cf2b458fb19bb4b99a797d245f98","target":"record","created_at":"2026-07-05T10:09:14Z","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":"40b3a59a398bc6b4bbc8626a014fbef0963468393d77c9d752f775927f765dfc","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-01T13:20:01Z","title_canon_sha256":"5ca67a565487bcd5b1f3d79bd273ff711734e07309f8ac26fb5683a9b1250764"},"schema_version":"1.0","source":{"id":"2501.00830","kind":"arxiv","version":2}},"canonical_sha256":"464d88d26c39a8709e9bc2b83388566851d1b576c8d01684a44a0840673f8204","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"464d88d26c39a8709e9bc2b83388566851d1b576c8d01684a44a0840673f8204","first_computed_at":"2026-07-05T10:09:14.204374Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:09:14.204374Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"GEsR8Xy11F6SssAR89cjItv94b+N6GDIHGpmhgzeqnBivd4hUOSJAI/g8xKjd2NK4CvLc1MGWH1898yOueW4BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:09:14.204832Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.00830","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f46a6f83ad7c0ef6461c2a00a8afd6268cf2cf2b458fb19bb4b99a797d245f98","sha256:b9ca45963d9eafaf5c782baeefdab9feb675f45e5a17a72421488974d5dbe6c0"],"state_sha256":"491ea6c5a29e9422e663094160833dddfaea334f57ebb688009dbd240aa23167"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"39qzBKk9RzxBnlgWJ8t36b+2sVVcl/MVbMjqNt69fL98MXi5B/XfhBTc50i/5fSq7ULQWlQcco/T5aN62mj0BQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-14T14:55:25.866551Z","bundle_sha256":"89b8d52fdae3b536c2b795bd0eb0587663ed0c2c21f65988404c68616d47c350"}}