{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:ZNKQMDFEUEYMJHCXDWT3AX4QIN","short_pith_number":"pith:ZNKQMDFE","canonical_record":{"source":{"id":"2504.15236","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-04-21T17:13:16Z","cross_cats_sorted":["cs.AI","cs.CY","cs.LG"],"title_canon_sha256":"0130d527bba35fa5bb619d0b40127b5c8a54949eb2d424129e562bf11aec08bd","abstract_canon_sha256":"6e9efe8ca3bee27ac7d19c7ec8f666b5d2c58f7aa9f362910eff18abdd5eca1e"},"schema_version":"1.0"},"canonical_sha256":"cb55060ca4a130c49c571da7b05f90434c82a3d12f7424024524915b0c4fdac6","source":{"kind":"arxiv","id":"2504.15236","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.15236","created_at":"2026-07-05T10:51:58Z"},{"alias_kind":"arxiv_version","alias_value":"2504.15236v1","created_at":"2026-07-05T10:51:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.15236","created_at":"2026-07-05T10:51:58Z"},{"alias_kind":"pith_short_12","alias_value":"ZNKQMDFEUEYM","created_at":"2026-07-05T10:51:58Z"},{"alias_kind":"pith_short_16","alias_value":"ZNKQMDFEUEYMJHCX","created_at":"2026-07-05T10:51:58Z"},{"alias_kind":"pith_short_8","alias_value":"ZNKQMDFE","created_at":"2026-07-05T10:51:58Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:ZNKQMDFEUEYMJHCXDWT3AX4QIN","target":"record","payload":{"canonical_record":{"source":{"id":"2504.15236","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-04-21T17:13:16Z","cross_cats_sorted":["cs.AI","cs.CY","cs.LG"],"title_canon_sha256":"0130d527bba35fa5bb619d0b40127b5c8a54949eb2d424129e562bf11aec08bd","abstract_canon_sha256":"6e9efe8ca3bee27ac7d19c7ec8f666b5d2c58f7aa9f362910eff18abdd5eca1e"},"schema_version":"1.0"},"canonical_sha256":"cb55060ca4a130c49c571da7b05f90434c82a3d12f7424024524915b0c4fdac6","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:51:58.604849Z","signature_b64":"3Y3uRNP2mHLRsp6atMKNxtbixCE2aNk85zt98iOI9Lyx6CV0vyZfkottodGBOm/gCk5pfXdScLoaOu0Ubm9MDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"cb55060ca4a130c49c571da7b05f90434c82a3d12f7424024524915b0c4fdac6","last_reissued_at":"2026-07-05T10:51:58.604360Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:51:58.604360Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2504.15236","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":"2026-07-05T10:51:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"V35vCscDKDuUkGmU01Q7RZix4Ru3Zh28zzECsLXSXd+Q9mnF1Gr0VpdYuhsu2W3tuGGx+eYq945oIDV96vdhCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-13T17:26:36.154110Z"},"content_sha256":"eb15a424e87e664d90658317280e4bdc3c5c83846e36d6f49eea5be94fab14fa","schema_version":"1.0","event_id":"sha256:eb15a424e87e664d90658317280e4bdc3c5c83846e36d6f49eea5be94fab14fa"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:ZNKQMDFEUEYMJHCXDWT3AX4QIN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Values in the Wild: Discovering and Analyzing Values in Real-World Language Model Interactions","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CY","cs.LG"],"primary_cat":"cs.CL","authors_text":"Alex Tamkin, Arushi Somani, Deep Ganguli, Esin Durmus, Jerry Hong, Kunal Handa, Michael Stern, Miles McCain, Saffron Huang, Xiuruo Zhang","submitted_at":"2025-04-21T17:13:16Z","abstract_excerpt":"AI assistants can impart value judgments that shape people's decisions and worldviews, yet little is known empirically about what values these systems rely on in practice. To address this, we develop a bottom-up, privacy-preserving method to extract the values (normative considerations stated or demonstrated in model responses) that Claude 3 and 3.5 models exhibit in hundreds of thousands of real-world interactions. We empirically discover and taxonomize 3,307 AI values and study how they vary by context. We find that Claude expresses many practical and epistemic values, and typically supports"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.15236","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/2504.15236/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":"2026-07-05T10:51:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"5zwzHVWEfbLeq/h/KPB2cgkhbyyNL+cpXoBF5Wp7RQtAtT08j3cKFGmA2MgUN8eoWuLLhpQCTf/Z4WejiuFRCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-13T17:26:36.154509Z"},"content_sha256":"b4d4bd56152f0f53179f8ef6fdaa63247e2c999c36f88c2f77b7639eb15286a5","schema_version":"1.0","event_id":"sha256:b4d4bd56152f0f53179f8ef6fdaa63247e2c999c36f88c2f77b7639eb15286a5"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ZNKQMDFEUEYMJHCXDWT3AX4QIN/bundle.json","state_url":"https://pith.science/pith/ZNKQMDFEUEYMJHCXDWT3AX4QIN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ZNKQMDFEUEYMJHCXDWT3AX4QIN/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":"2026-07-13T17:26:36Z","links":{"resolver":"https://pith.science/pith/ZNKQMDFEUEYMJHCXDWT3AX4QIN","bundle":"https://pith.science/pith/ZNKQMDFEUEYMJHCXDWT3AX4QIN/bundle.json","state":"https://pith.science/pith/ZNKQMDFEUEYMJHCXDWT3AX4QIN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ZNKQMDFEUEYMJHCXDWT3AX4QIN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:ZNKQMDFEUEYMJHCXDWT3AX4QIN","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":"6e9efe8ca3bee27ac7d19c7ec8f666b5d2c58f7aa9f362910eff18abdd5eca1e","cross_cats_sorted":["cs.AI","cs.CY","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-04-21T17:13:16Z","title_canon_sha256":"0130d527bba35fa5bb619d0b40127b5c8a54949eb2d424129e562bf11aec08bd"},"schema_version":"1.0","source":{"id":"2504.15236","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.15236","created_at":"2026-07-05T10:51:58Z"},{"alias_kind":"arxiv_version","alias_value":"2504.15236v1","created_at":"2026-07-05T10:51:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.15236","created_at":"2026-07-05T10:51:58Z"},{"alias_kind":"pith_short_12","alias_value":"ZNKQMDFEUEYM","created_at":"2026-07-05T10:51:58Z"},{"alias_kind":"pith_short_16","alias_value":"ZNKQMDFEUEYMJHCX","created_at":"2026-07-05T10:51:58Z"},{"alias_kind":"pith_short_8","alias_value":"ZNKQMDFE","created_at":"2026-07-05T10:51:58Z"}],"graph_snapshots":[{"event_id":"sha256:b4d4bd56152f0f53179f8ef6fdaa63247e2c999c36f88c2f77b7639eb15286a5","target":"graph","created_at":"2026-07-05T10:51:58Z","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/2504.15236/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"AI assistants can impart value judgments that shape people's decisions and worldviews, yet little is known empirically about what values these systems rely on in practice. To address this, we develop a bottom-up, privacy-preserving method to extract the values (normative considerations stated or demonstrated in model responses) that Claude 3 and 3.5 models exhibit in hundreds of thousands of real-world interactions. We empirically discover and taxonomize 3,307 AI values and study how they vary by context. We find that Claude expresses many practical and epistemic values, and typically supports","authors_text":"Alex Tamkin, Arushi Somani, Deep Ganguli, Esin Durmus, Jerry Hong, Kunal Handa, Michael Stern, Miles McCain, Saffron Huang, Xiuruo Zhang","cross_cats":["cs.AI","cs.CY","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-04-21T17:13:16Z","title":"Values in the Wild: Discovering and Analyzing Values in Real-World Language Model Interactions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.15236","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:eb15a424e87e664d90658317280e4bdc3c5c83846e36d6f49eea5be94fab14fa","target":"record","created_at":"2026-07-05T10:51:58Z","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":"6e9efe8ca3bee27ac7d19c7ec8f666b5d2c58f7aa9f362910eff18abdd5eca1e","cross_cats_sorted":["cs.AI","cs.CY","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-04-21T17:13:16Z","title_canon_sha256":"0130d527bba35fa5bb619d0b40127b5c8a54949eb2d424129e562bf11aec08bd"},"schema_version":"1.0","source":{"id":"2504.15236","kind":"arxiv","version":1}},"canonical_sha256":"cb55060ca4a130c49c571da7b05f90434c82a3d12f7424024524915b0c4fdac6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cb55060ca4a130c49c571da7b05f90434c82a3d12f7424024524915b0c4fdac6","first_computed_at":"2026-07-05T10:51:58.604360Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:51:58.604360Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"3Y3uRNP2mHLRsp6atMKNxtbixCE2aNk85zt98iOI9Lyx6CV0vyZfkottodGBOm/gCk5pfXdScLoaOu0Ubm9MDg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:51:58.604849Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.15236","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:eb15a424e87e664d90658317280e4bdc3c5c83846e36d6f49eea5be94fab14fa","sha256:b4d4bd56152f0f53179f8ef6fdaa63247e2c999c36f88c2f77b7639eb15286a5"],"state_sha256":"744c88c0704ac11bf38be79924dde6a0fbc176ebba35c8b12039ba0853c2ed69"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"bZwBfUhkV3s1gYkhMX2gQRhYE8/HbCVcvgqMb6v7FD6suUl6+KMCQWu9MoLvv9XsmalgqdBHrPc1mAfcuIzcDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-13T17:26:36.156595Z","bundle_sha256":"69390d561cd36684442b4aa2dca50ed821ebf0673eb35f66015037a7821305ad"}}