{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:SZXLDBYTIYV3DXFG7L5GY2J7QW","short_pith_number":"pith:SZXLDBYT","canonical_record":{"source":{"id":"2507.12732","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2025-07-17T02:27:45Z","cross_cats_sorted":[],"title_canon_sha256":"ae3625e7c0e3fdfcd7b772658a47b3bc61422deebbfd4eac52c16153f81e37d9","abstract_canon_sha256":"464a7c80c2979c6bc6a1b15848654117eea911587e39b3a3c1e9da3273c5b9d3"},"schema_version":"1.0"},"canonical_sha256":"966eb18713462bb1dca6fafa6c693f85ae7c258f21e5e08612688d20cd527c77","source":{"kind":"arxiv","id":"2507.12732","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.12732","created_at":"2026-07-05T11:38:38Z"},{"alias_kind":"arxiv_version","alias_value":"2507.12732v1","created_at":"2026-07-05T11:38:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.12732","created_at":"2026-07-05T11:38:38Z"},{"alias_kind":"pith_short_12","alias_value":"SZXLDBYTIYV3","created_at":"2026-07-05T11:38:38Z"},{"alias_kind":"pith_short_16","alias_value":"SZXLDBYTIYV3DXFG","created_at":"2026-07-05T11:38:38Z"},{"alias_kind":"pith_short_8","alias_value":"SZXLDBYT","created_at":"2026-07-05T11:38:38Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:SZXLDBYTIYV3DXFG7L5GY2J7QW","target":"record","payload":{"canonical_record":{"source":{"id":"2507.12732","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2025-07-17T02:27:45Z","cross_cats_sorted":[],"title_canon_sha256":"ae3625e7c0e3fdfcd7b772658a47b3bc61422deebbfd4eac52c16153f81e37d9","abstract_canon_sha256":"464a7c80c2979c6bc6a1b15848654117eea911587e39b3a3c1e9da3273c5b9d3"},"schema_version":"1.0"},"canonical_sha256":"966eb18713462bb1dca6fafa6c693f85ae7c258f21e5e08612688d20cd527c77","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:38:38.127596Z","signature_b64":"1xp/jpIQNDM+eYjQyUTPhYpLPQIBTzc+hZ0/89TLweVclqBUbp/s5GOMdmfXBRoXLMmPHo0JuyUoYknCbqGWBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"966eb18713462bb1dca6fafa6c693f85ae7c258f21e5e08612688d20cd527c77","last_reissued_at":"2026-07-05T11:38:38.126662Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:38:38.126662Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2507.12732","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:38:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DxYmwaTmeEw12K5pWAuzFfMbhZIckCFLlD+Dd+D6e7H62x7q+79zEr0KsN81SMOH6H314qhCA7QqZcxMl/JrDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T20:26:24.067515Z"},"content_sha256":"5b3252850c46c38a9caa831e8d6a126cd9a5e0562b6c14019ca09e634c890cd0","schema_version":"1.0","event_id":"sha256:5b3252850c46c38a9caa831e8d6a126cd9a5e0562b6c14019ca09e634c890cd0"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:SZXLDBYTIYV3DXFG7L5GY2J7QW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Strategy Adaptation in Large Language Model Werewolf Agents","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Fei Cheng, Fuya Nakamori, Yin Jou Huang","submitted_at":"2025-07-17T02:27:45Z","abstract_excerpt":"This study proposes a method to improve the performance of Werewolf agents by switching between predefined strategies based on the attitudes of other players and the context of conversations. While prior works of Werewolf agents using prompt engineering have employed methods where effective strategies are implicitly defined, they cannot adapt to changing situations. In this research, we propose a method that explicitly selects an appropriate strategy based on the game context and the estimated roles of other players. We compare the strategy adaptation Werewolf agents with baseline agents using"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.12732","kind":"arxiv","version":1},"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/2507.12732/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":"2026-07-05T11:38:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"SOx0BVs2ltgZ8r43OqTt8L8uAJtSHAq2kDpY0lAqlhCb6wWLT6kvpK5ZdDLiMdtIQgz12d2vSQb7BbgJgdm/BA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T20:26:24.068024Z"},"content_sha256":"bbf13b0ecb640a0f906adac241f80636a6343ee3b75b13103b44de104e43d3ca","schema_version":"1.0","event_id":"sha256:bbf13b0ecb640a0f906adac241f80636a6343ee3b75b13103b44de104e43d3ca"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/SZXLDBYTIYV3DXFG7L5GY2J7QW/bundle.json","state_url":"https://pith.science/pith/SZXLDBYTIYV3DXFG7L5GY2J7QW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/SZXLDBYTIYV3DXFG7L5GY2J7QW/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":"2026-08-08T20:26:24Z","links":{"resolver":"https://pith.science/pith/SZXLDBYTIYV3DXFG7L5GY2J7QW","bundle":"https://pith.science/pith/SZXLDBYTIYV3DXFG7L5GY2J7QW/bundle.json","state":"https://pith.science/pith/SZXLDBYTIYV3DXFG7L5GY2J7QW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/SZXLDBYTIYV3DXFG7L5GY2J7QW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:SZXLDBYTIYV3DXFG7L5GY2J7QW","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":"464a7c80c2979c6bc6a1b15848654117eea911587e39b3a3c1e9da3273c5b9d3","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2025-07-17T02:27:45Z","title_canon_sha256":"ae3625e7c0e3fdfcd7b772658a47b3bc61422deebbfd4eac52c16153f81e37d9"},"schema_version":"1.0","source":{"id":"2507.12732","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.12732","created_at":"2026-07-05T11:38:38Z"},{"alias_kind":"arxiv_version","alias_value":"2507.12732v1","created_at":"2026-07-05T11:38:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.12732","created_at":"2026-07-05T11:38:38Z"},{"alias_kind":"pith_short_12","alias_value":"SZXLDBYTIYV3","created_at":"2026-07-05T11:38:38Z"},{"alias_kind":"pith_short_16","alias_value":"SZXLDBYTIYV3DXFG","created_at":"2026-07-05T11:38:38Z"},{"alias_kind":"pith_short_8","alias_value":"SZXLDBYT","created_at":"2026-07-05T11:38:38Z"}],"graph_snapshots":[{"event_id":"sha256:bbf13b0ecb640a0f906adac241f80636a6343ee3b75b13103b44de104e43d3ca","target":"graph","created_at":"2026-07-05T11:38:38Z","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/2507.12732/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This study proposes a method to improve the performance of Werewolf agents by switching between predefined strategies based on the attitudes of other players and the context of conversations. While prior works of Werewolf agents using prompt engineering have employed methods where effective strategies are implicitly defined, they cannot adapt to changing situations. In this research, we propose a method that explicitly selects an appropriate strategy based on the game context and the estimated roles of other players. We compare the strategy adaptation Werewolf agents with baseline agents using","authors_text":"Fei Cheng, Fuya Nakamori, Yin Jou Huang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2025-07-17T02:27:45Z","title":"Strategy Adaptation in Large Language Model Werewolf Agents"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.12732","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":"sha256:5b3252850c46c38a9caa831e8d6a126cd9a5e0562b6c14019ca09e634c890cd0","target":"record","created_at":"2026-07-05T11:38:38Z","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":"464a7c80c2979c6bc6a1b15848654117eea911587e39b3a3c1e9da3273c5b9d3","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2025-07-17T02:27:45Z","title_canon_sha256":"ae3625e7c0e3fdfcd7b772658a47b3bc61422deebbfd4eac52c16153f81e37d9"},"schema_version":"1.0","source":{"id":"2507.12732","kind":"arxiv","version":1}},"canonical_sha256":"966eb18713462bb1dca6fafa6c693f85ae7c258f21e5e08612688d20cd527c77","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"966eb18713462bb1dca6fafa6c693f85ae7c258f21e5e08612688d20cd527c77","first_computed_at":"2026-07-05T11:38:38.126662Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:38:38.126662Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1xp/jpIQNDM+eYjQyUTPhYpLPQIBTzc+hZ0/89TLweVclqBUbp/s5GOMdmfXBRoXLMmPHo0JuyUoYknCbqGWBw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:38:38.127596Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.12732","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5b3252850c46c38a9caa831e8d6a126cd9a5e0562b6c14019ca09e634c890cd0","sha256:bbf13b0ecb640a0f906adac241f80636a6343ee3b75b13103b44de104e43d3ca"],"state_sha256":"1c06270c60ff34faa946b0f5c7fded41119fc463f837bfbd4fd261fb00d6052f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"H/pgefsPk4MM0lrvDedIktdcHnEFSHONTqzifwRDWZBJmdNFvuTWEfe775gTY1loPwopKYgwbAEp2VEX6FNDCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T20:26:24.071643Z","bundle_sha256":"c0ea24d2b5dea369259af0f84bae4d66a4f06124a1d0443a59cc460763648074"}}