{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:FX4V723VUNSZMMKWRUOS7D4BWN","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":"dd44270ed325e8d6d82d0d45c3c1d51d47472ceb07bfee0f68d5087b804725bb","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-09-03T18:50:18Z","title_canon_sha256":"f39eee5092021b9f04575519c5f11d6574029b07029e620fd2b0079395728ca7"},"schema_version":"1.0","source":{"id":"2509.03644","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2509.03644","created_at":"2026-07-05T12:04:43Z"},{"alias_kind":"arxiv_version","alias_value":"2509.03644v1","created_at":"2026-07-05T12:04:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2509.03644","created_at":"2026-07-05T12:04:43Z"},{"alias_kind":"pith_short_12","alias_value":"FX4V723VUNSZ","created_at":"2026-07-05T12:04:43Z"},{"alias_kind":"pith_short_16","alias_value":"FX4V723VUNSZMMKW","created_at":"2026-07-05T12:04:43Z"},{"alias_kind":"pith_short_8","alias_value":"FX4V723V","created_at":"2026-07-05T12:04:43Z"}],"graph_snapshots":[{"event_id":"sha256:3f8e86d6021ebcce7852c2986d1119386fdda343c32ff6b4c2d158bf62f89ad7","target":"graph","created_at":"2026-07-05T12:04:43Z","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/2509.03644/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Despite significant progress in natural language understanding, Large Language Models (LLMs) remain error-prone when performing logical reasoning, often lacking the robust mental representations that enable human-like comprehension. We introduce a prototype neurosymbolic system, Embodied-LM, that grounds understanding and logical reasoning in schematic representations based on image schemas-recurring patterns derived from sensorimotor experience that structure human cognition. Our system operationalizes the spatial foundations of these cognitive structures using declarative spatial reasoning w","authors_text":"Fran\\c{c}ois Olivier, Zied Bouraoui","cross_cats":["cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-09-03T18:50:18Z","title":"Towards a Neurosymbolic Reasoning System Grounded in Schematic Representations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2509.03644","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:ab03445cc5a65eaf829fce0a6c339dc88388303f46c6f2ff013a7ba0ceaa4da7","target":"record","created_at":"2026-07-05T12:04:43Z","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":"dd44270ed325e8d6d82d0d45c3c1d51d47472ceb07bfee0f68d5087b804725bb","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-09-03T18:50:18Z","title_canon_sha256":"f39eee5092021b9f04575519c5f11d6574029b07029e620fd2b0079395728ca7"},"schema_version":"1.0","source":{"id":"2509.03644","kind":"arxiv","version":1}},"canonical_sha256":"2df95feb75a3659631568d1d2f8f81b34a2174e0657eddd98b7aed3bc41e440f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2df95feb75a3659631568d1d2f8f81b34a2174e0657eddd98b7aed3bc41e440f","first_computed_at":"2026-07-05T12:04:43.667675Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T12:04:43.667675Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gMLtW0//JmeHCW2VLu3onQaWfcpACN0ez0OAeqDvhm3kLPbIad9NsvY9BVGqJpRKk9KTDEbCr/9NtNEw/SKZCA==","signature_status":"signed_v1","signed_at":"2026-07-05T12:04:43.668160Z","signed_message":"canonical_sha256_bytes"},"source_id":"2509.03644","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ab03445cc5a65eaf829fce0a6c339dc88388303f46c6f2ff013a7ba0ceaa4da7","sha256:3f8e86d6021ebcce7852c2986d1119386fdda343c32ff6b4c2d158bf62f89ad7"],"state_sha256":"d40d99a01a05b47731459884c66feb65d829aa8353e2d5bcd4519c1fd0e9b7f6"}