{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:23LNG6AJDJXFN4TSLNSJWB4OHO","short_pith_number":"pith:23LNG6AJ","canonical_record":{"source":{"id":"2210.07382","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-10-13T21:54:33Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"23e3fdfe4d67f3d27c6b9526fa4b2bef923cd2789eb7eadd3e40f9dfa93760d4","abstract_canon_sha256":"d6f3bd4eb334e2beda4f7686d2cbffcf28c37954a207b67159e5326addb853e3"},"schema_version":"1.0"},"canonical_sha256":"d6d6d378091a6e56f2725b649b078e3b93c9d836e8507a4d9e1cf0875e0dc8b0","source":{"kind":"arxiv","id":"2210.07382","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2210.07382","created_at":"2026-07-05T05:40:50Z"},{"alias_kind":"arxiv_version","alias_value":"2210.07382v2","created_at":"2026-07-05T05:40:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2210.07382","created_at":"2026-07-05T05:40:50Z"},{"alias_kind":"pith_short_12","alias_value":"23LNG6AJDJXF","created_at":"2026-07-05T05:40:50Z"},{"alias_kind":"pith_short_16","alias_value":"23LNG6AJDJXFN4TS","created_at":"2026-07-05T05:40:50Z"},{"alias_kind":"pith_short_8","alias_value":"23LNG6AJ","created_at":"2026-07-05T05:40:50Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:23LNG6AJDJXFN4TSLNSJWB4OHO","target":"record","payload":{"canonical_record":{"source":{"id":"2210.07382","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-10-13T21:54:33Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"23e3fdfe4d67f3d27c6b9526fa4b2bef923cd2789eb7eadd3e40f9dfa93760d4","abstract_canon_sha256":"d6f3bd4eb334e2beda4f7686d2cbffcf28c37954a207b67159e5326addb853e3"},"schema_version":"1.0"},"canonical_sha256":"d6d6d378091a6e56f2725b649b078e3b93c9d836e8507a4d9e1cf0875e0dc8b0","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:40:50.297029Z","signature_b64":"VkCEfY9I+IB9gh9hhNCb07N3Zs7dt6u69xhllnqOzWcOkne41gGUPH+RgwAH04O0LcM8IXuGqBx9mxcRNox0Bg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d6d6d378091a6e56f2725b649b078e3b93c9d836e8507a4d9e1cf0875e0dc8b0","last_reissued_at":"2026-07-05T05:40:50.296602Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:40:50.296602Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2210.07382","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":"2026-07-05T05:40:50Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Ad7I+kX/A4cKoQv+P/x+AnscueISMK/pLLSVS6eCN/PIay01dHdQT48a8anyGpdyyc+SK08D2t+uwJOjuaJ3Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T02:26:28.923292Z"},"content_sha256":"6945d52331ba66818aabb2f98818a9900e458b0f5fa0bd6ae1ee7898080119bc","schema_version":"1.0","event_id":"sha256:6945d52331ba66818aabb2f98818a9900e458b0f5fa0bd6ae1ee7898080119bc"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:23LNG6AJDJXFN4TSLNSJWB4OHO","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Behavior Cloned Transformers are Neurosymbolic Reasoners","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Marc-Alexandre C\\^ot\\'e, Peter Jansen, Prithviraj Ammanabrolu, Ruoyao Wang","submitted_at":"2022-10-13T21:54:33Z","abstract_excerpt":"In this work, we explore techniques for augmenting interactive agents with information from symbolic modules, much like humans use tools like calculators and GPS systems to assist with arithmetic and navigation. We test our agent's abilities in text games -- challenging benchmarks for evaluating the multi-step reasoning abilities of game agents in grounded, language-based environments. Our experimental study indicates that injecting the actions from these symbolic modules into the action space of a behavior cloned transformer agent increases performance on four text game benchmarks that test a"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2210.07382","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/2210.07382/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":"2026-07-05T05:40:50Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tm+HBfH0o2ES3d1bJSniXZOEiDywJmGa9okn6G2ODyxrgrtmW6S7L/BOtMm32qg08HdZKtd+7eZEyY1Y7eFKDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T02:26:28.923679Z"},"content_sha256":"57f938d63c5cb6879faf637d6f92261c8a7b1ff74e3c4494bc58475c5bc0a347","schema_version":"1.0","event_id":"sha256:57f938d63c5cb6879faf637d6f92261c8a7b1ff74e3c4494bc58475c5bc0a347"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/23LNG6AJDJXFN4TSLNSJWB4OHO/bundle.json","state_url":"https://pith.science/pith/23LNG6AJDJXFN4TSLNSJWB4OHO/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/23LNG6AJDJXFN4TSLNSJWB4OHO/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":"2026-08-18T02:26:28Z","links":{"resolver":"https://pith.science/pith/23LNG6AJDJXFN4TSLNSJWB4OHO","bundle":"https://pith.science/pith/23LNG6AJDJXFN4TSLNSJWB4OHO/bundle.json","state":"https://pith.science/pith/23LNG6AJDJXFN4TSLNSJWB4OHO/state.json","well_known_bundle":"https://pith.science/.well-known/pith/23LNG6AJDJXFN4TSLNSJWB4OHO/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:23LNG6AJDJXFN4TSLNSJWB4OHO","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":"d6f3bd4eb334e2beda4f7686d2cbffcf28c37954a207b67159e5326addb853e3","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-10-13T21:54:33Z","title_canon_sha256":"23e3fdfe4d67f3d27c6b9526fa4b2bef923cd2789eb7eadd3e40f9dfa93760d4"},"schema_version":"1.0","source":{"id":"2210.07382","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2210.07382","created_at":"2026-07-05T05:40:50Z"},{"alias_kind":"arxiv_version","alias_value":"2210.07382v2","created_at":"2026-07-05T05:40:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2210.07382","created_at":"2026-07-05T05:40:50Z"},{"alias_kind":"pith_short_12","alias_value":"23LNG6AJDJXF","created_at":"2026-07-05T05:40:50Z"},{"alias_kind":"pith_short_16","alias_value":"23LNG6AJDJXFN4TS","created_at":"2026-07-05T05:40:50Z"},{"alias_kind":"pith_short_8","alias_value":"23LNG6AJ","created_at":"2026-07-05T05:40:50Z"}],"graph_snapshots":[{"event_id":"sha256:57f938d63c5cb6879faf637d6f92261c8a7b1ff74e3c4494bc58475c5bc0a347","target":"graph","created_at":"2026-07-05T05:40:50Z","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/2210.07382/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this work, we explore techniques for augmenting interactive agents with information from symbolic modules, much like humans use tools like calculators and GPS systems to assist with arithmetic and navigation. We test our agent's abilities in text games -- challenging benchmarks for evaluating the multi-step reasoning abilities of game agents in grounded, language-based environments. Our experimental study indicates that injecting the actions from these symbolic modules into the action space of a behavior cloned transformer agent increases performance on four text game benchmarks that test a","authors_text":"Marc-Alexandre C\\^ot\\'e, Peter Jansen, Prithviraj Ammanabrolu, Ruoyao Wang","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-10-13T21:54:33Z","title":"Behavior Cloned Transformers are Neurosymbolic Reasoners"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2210.07382","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":"sha256:6945d52331ba66818aabb2f98818a9900e458b0f5fa0bd6ae1ee7898080119bc","target":"record","created_at":"2026-07-05T05:40:50Z","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":"d6f3bd4eb334e2beda4f7686d2cbffcf28c37954a207b67159e5326addb853e3","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-10-13T21:54:33Z","title_canon_sha256":"23e3fdfe4d67f3d27c6b9526fa4b2bef923cd2789eb7eadd3e40f9dfa93760d4"},"schema_version":"1.0","source":{"id":"2210.07382","kind":"arxiv","version":2}},"canonical_sha256":"d6d6d378091a6e56f2725b649b078e3b93c9d836e8507a4d9e1cf0875e0dc8b0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d6d6d378091a6e56f2725b649b078e3b93c9d836e8507a4d9e1cf0875e0dc8b0","first_computed_at":"2026-07-05T05:40:50.296602Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:40:50.296602Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VkCEfY9I+IB9gh9hhNCb07N3Zs7dt6u69xhllnqOzWcOkne41gGUPH+RgwAH04O0LcM8IXuGqBx9mxcRNox0Bg==","signature_status":"signed_v1","signed_at":"2026-07-05T05:40:50.297029Z","signed_message":"canonical_sha256_bytes"},"source_id":"2210.07382","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6945d52331ba66818aabb2f98818a9900e458b0f5fa0bd6ae1ee7898080119bc","sha256:57f938d63c5cb6879faf637d6f92261c8a7b1ff74e3c4494bc58475c5bc0a347"],"state_sha256":"e100c106425410fea18656c9d646a0a6cd62cb21244bc8ae360792db06144ad0"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qnDHKJbPYoEiJR85jPtH5uaEfTya+JlmqmE9LtxDwIzhVcl9kdUEb4slNJB1Sf/8VsaqC3btSPaGftnG19MUDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-18T02:26:28.926092Z","bundle_sha256":"12fc4d5312ccb1cbb4720b030c50d8c7277b7e3db048920f5d8787e2c60a9bce"}}