{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:4U3FE7DWIYOMU2CA4YSL5WOCSS","short_pith_number":"pith:4U3FE7DW","canonical_record":{"source":{"id":"2501.14634","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-01-24T16:53:37Z","cross_cats_sorted":[],"title_canon_sha256":"0ca485a8eba65dc2f6be496be3ac7e183d4cc507a42de8879a86e81c4832235a","abstract_canon_sha256":"dc7a549ae16008ae574919039e20f5029a65f69044c5d939d9881c903350f69c"},"schema_version":"1.0"},"canonical_sha256":"e536527c76461cca6840e624bed9c294a10f0f2c7ec9bd0c1f87d34152587c9d","source":{"kind":"arxiv","id":"2501.14634","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.14634","created_at":"2026-07-05T10:27:24Z"},{"alias_kind":"arxiv_version","alias_value":"2501.14634v1","created_at":"2026-07-05T10:27:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.14634","created_at":"2026-07-05T10:27:24Z"},{"alias_kind":"pith_short_12","alias_value":"4U3FE7DWIYOM","created_at":"2026-07-05T10:27:24Z"},{"alias_kind":"pith_short_16","alias_value":"4U3FE7DWIYOMU2CA","created_at":"2026-07-05T10:27:24Z"},{"alias_kind":"pith_short_8","alias_value":"4U3FE7DW","created_at":"2026-07-05T10:27:24Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:4U3FE7DWIYOMU2CA4YSL5WOCSS","target":"record","payload":{"canonical_record":{"source":{"id":"2501.14634","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-01-24T16:53:37Z","cross_cats_sorted":[],"title_canon_sha256":"0ca485a8eba65dc2f6be496be3ac7e183d4cc507a42de8879a86e81c4832235a","abstract_canon_sha256":"dc7a549ae16008ae574919039e20f5029a65f69044c5d939d9881c903350f69c"},"schema_version":"1.0"},"canonical_sha256":"e536527c76461cca6840e624bed9c294a10f0f2c7ec9bd0c1f87d34152587c9d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:27:24.087987Z","signature_b64":"J6R8ECPVUiVGn8N6RShJA1175PXsmrNvE5w8Y+KXB9aN5WOjHtGxWAUP4VcfwyL1/Dv1718yuZrXfK3bJhKGDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e536527c76461cca6840e624bed9c294a10f0f2c7ec9bd0c1f87d34152587c9d","last_reissued_at":"2026-07-05T10:27:24.087507Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:27:24.087507Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.14634","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":"2026-07-05T10:27:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"viV2FINFRWBiqWar5dfxXPpsPPTOmzrgA52gej8m19QbB5PNHOhuXPdgYGFhFTGkfv2N+Ef94Pxx6YDX07DoBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T12:11:25.060539Z"},"content_sha256":"28537b22321619106feaf5533b11312bcbc0d5cd5b09193642cd8b3f81868f20","schema_version":"1.0","event_id":"sha256:28537b22321619106feaf5533b11312bcbc0d5cd5b09193642cd8b3f81868f20"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:4U3FE7DWIYOMU2CA4YSL5WOCSS","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Recommending Actionable Strategies: A Semantic Approach to Integrating Analytical Frameworks with Decision Heuristics","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Giovanni Battista Raggi, Marco Pedroni, Remo Pareschi, Renato Ghisellini","submitted_at":"2025-01-24T16:53:37Z","abstract_excerpt":"We present a novel approach for recommending actionable strategies by integrating strategic frameworks with decision heuristics through semantic analysis. While strategy frameworks provide systematic models for assessment and planning, and decision heuristics encode experiential knowledge,these traditions have historically remained separate. Our methodology bridges this gap using advanced natural language processing (NLP), demonstrated through integrating frameworks like the 6C model with the Thirty-Six Stratagems. The approach employs vector space representations and semantic similarity calcu"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.14634","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/2501.14634/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":"2026-07-05T10:27:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+wOgY4fxQWceDrKIvR+X3hcgLm1PfXV2YWvKhP8wtVUBpiwJTJiFc4kFsJi/7y6fZdlb/j96JiK0KmnSHHOHAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T12:11:25.061039Z"},"content_sha256":"9f0173587fb62f1699f17d34f69ae8b37a8fab1b3194828492321a93c778240b","schema_version":"1.0","event_id":"sha256:9f0173587fb62f1699f17d34f69ae8b37a8fab1b3194828492321a93c778240b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4U3FE7DWIYOMU2CA4YSL5WOCSS/bundle.json","state_url":"https://pith.science/pith/4U3FE7DWIYOMU2CA4YSL5WOCSS/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4U3FE7DWIYOMU2CA4YSL5WOCSS/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":"2026-08-08T12:11:25Z","links":{"resolver":"https://pith.science/pith/4U3FE7DWIYOMU2CA4YSL5WOCSS","bundle":"https://pith.science/pith/4U3FE7DWIYOMU2CA4YSL5WOCSS/bundle.json","state":"https://pith.science/pith/4U3FE7DWIYOMU2CA4YSL5WOCSS/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4U3FE7DWIYOMU2CA4YSL5WOCSS/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:4U3FE7DWIYOMU2CA4YSL5WOCSS","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":"dc7a549ae16008ae574919039e20f5029a65f69044c5d939d9881c903350f69c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-01-24T16:53:37Z","title_canon_sha256":"0ca485a8eba65dc2f6be496be3ac7e183d4cc507a42de8879a86e81c4832235a"},"schema_version":"1.0","source":{"id":"2501.14634","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.14634","created_at":"2026-07-05T10:27:24Z"},{"alias_kind":"arxiv_version","alias_value":"2501.14634v1","created_at":"2026-07-05T10:27:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.14634","created_at":"2026-07-05T10:27:24Z"},{"alias_kind":"pith_short_12","alias_value":"4U3FE7DWIYOM","created_at":"2026-07-05T10:27:24Z"},{"alias_kind":"pith_short_16","alias_value":"4U3FE7DWIYOMU2CA","created_at":"2026-07-05T10:27:24Z"},{"alias_kind":"pith_short_8","alias_value":"4U3FE7DW","created_at":"2026-07-05T10:27:24Z"}],"graph_snapshots":[{"event_id":"sha256:9f0173587fb62f1699f17d34f69ae8b37a8fab1b3194828492321a93c778240b","target":"graph","created_at":"2026-07-05T10:27:24Z","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/2501.14634/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present a novel approach for recommending actionable strategies by integrating strategic frameworks with decision heuristics through semantic analysis. While strategy frameworks provide systematic models for assessment and planning, and decision heuristics encode experiential knowledge,these traditions have historically remained separate. Our methodology bridges this gap using advanced natural language processing (NLP), demonstrated through integrating frameworks like the 6C model with the Thirty-Six Stratagems. The approach employs vector space representations and semantic similarity calcu","authors_text":"Giovanni Battista Raggi, Marco Pedroni, Remo Pareschi, Renato Ghisellini","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-01-24T16:53:37Z","title":"Recommending Actionable Strategies: A Semantic Approach to Integrating Analytical Frameworks with Decision Heuristics"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.14634","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":"sha256:28537b22321619106feaf5533b11312bcbc0d5cd5b09193642cd8b3f81868f20","target":"record","created_at":"2026-07-05T10:27:24Z","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":"dc7a549ae16008ae574919039e20f5029a65f69044c5d939d9881c903350f69c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-01-24T16:53:37Z","title_canon_sha256":"0ca485a8eba65dc2f6be496be3ac7e183d4cc507a42de8879a86e81c4832235a"},"schema_version":"1.0","source":{"id":"2501.14634","kind":"arxiv","version":1}},"canonical_sha256":"e536527c76461cca6840e624bed9c294a10f0f2c7ec9bd0c1f87d34152587c9d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e536527c76461cca6840e624bed9c294a10f0f2c7ec9bd0c1f87d34152587c9d","first_computed_at":"2026-07-05T10:27:24.087507Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:27:24.087507Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"J6R8ECPVUiVGn8N6RShJA1175PXsmrNvE5w8Y+KXB9aN5WOjHtGxWAUP4VcfwyL1/Dv1718yuZrXfK3bJhKGDA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:27:24.087987Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.14634","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:28537b22321619106feaf5533b11312bcbc0d5cd5b09193642cd8b3f81868f20","sha256:9f0173587fb62f1699f17d34f69ae8b37a8fab1b3194828492321a93c778240b"],"state_sha256":"fd206cac506d9063ae4ccca5aed0e52ff27c9ef6c8285c33c6fc91df485df812"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"el2uwuz61e75T9MYLBlFLen+MF0KbeLUKFVAxfgrOup8CRyuEOvP4UloltskG3cOPYSde4dTrPo5mXNqrY0SAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T12:11:25.066418Z","bundle_sha256":"e42f0d52e0bca071f6f4421ccb687718058765e3821b4c4d6ac7a13197ef80bf"}}