{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:ECJBADMORGZE6Q3F3K2LQCOSUD","short_pith_number":"pith:ECJBADMO","canonical_record":{"source":{"id":"2508.11414","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-08-15T11:36:17Z","cross_cats_sorted":[],"title_canon_sha256":"822eaf998df5557434690ad43188676ab9d27125ad081528120fa97093288c4f","abstract_canon_sha256":"165bca0bb3b61d11f66d7224bb0ee60315eac6f19ab36dc045fa960bb69de9f3"},"schema_version":"1.0"},"canonical_sha256":"2092100d8e89b24f4365dab4b809d2a0d4a49ea195e59018054f69e90f3d47c9","source":{"kind":"arxiv","id":"2508.11414","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.11414","created_at":"2026-07-05T11:54:33Z"},{"alias_kind":"arxiv_version","alias_value":"2508.11414v1","created_at":"2026-07-05T11:54:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.11414","created_at":"2026-07-05T11:54:33Z"},{"alias_kind":"pith_short_12","alias_value":"ECJBADMORGZE","created_at":"2026-07-05T11:54:33Z"},{"alias_kind":"pith_short_16","alias_value":"ECJBADMORGZE6Q3F","created_at":"2026-07-05T11:54:33Z"},{"alias_kind":"pith_short_8","alias_value":"ECJBADMO","created_at":"2026-07-05T11:54:33Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:ECJBADMORGZE6Q3F3K2LQCOSUD","target":"record","payload":{"canonical_record":{"source":{"id":"2508.11414","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-08-15T11:36:17Z","cross_cats_sorted":[],"title_canon_sha256":"822eaf998df5557434690ad43188676ab9d27125ad081528120fa97093288c4f","abstract_canon_sha256":"165bca0bb3b61d11f66d7224bb0ee60315eac6f19ab36dc045fa960bb69de9f3"},"schema_version":"1.0"},"canonical_sha256":"2092100d8e89b24f4365dab4b809d2a0d4a49ea195e59018054f69e90f3d47c9","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:54:33.073331Z","signature_b64":"bny8+dhP7Dkcrm8s7MnUc3s3ouhLsdq82E9TZOPBd7haYVWPZ6JWlhqjOBv/ZQItMs7mES4FFW5IYdt30dv5BA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2092100d8e89b24f4365dab4b809d2a0d4a49ea195e59018054f69e90f3d47c9","last_reissued_at":"2026-07-05T11:54:33.072922Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:54:33.072922Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2508.11414","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":"2026-07-05T11:54:33Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0UPPZMgp3NAO6XlZxM8bluxcpYl88sjyCngbix9nch3RRzHVHZUSFceHpeV505JPtzq9ZJEux07C9J6WJNypBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T19:04:29.329743Z"},"content_sha256":"c8d2bd66ed33f33e2cd186ad0e12eab5f8a4bee358bccdec76089031142efd10","schema_version":"1.0","event_id":"sha256:c8d2bd66ed33f33e2cd186ad0e12eab5f8a4bee358bccdec76089031142efd10"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:ECJBADMORGZE6Q3F3K2LQCOSUD","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Survey-to-Behavior: Downstream Alignment of Human Values in LLMs via Survey Questions","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Charles Welch, David Kacz\\'er, Florian Mai, Lucie Flek, Shangrui Nie, Zhixue Zhao","submitted_at":"2025-08-15T11:36:17Z","abstract_excerpt":"Large language models implicitly encode preferences over human values, yet steering them often requires large training data. In this work, we investigate a simple approach: Can we reliably modify a model's value system in downstream behavior by training it to answer value survey questions accordingly? We first construct value profiles of several open-source LLMs by asking them to rate a series of value-related descriptions spanning 20 distinct human values, which we use as a baseline for subsequent experiments. We then investigate whether the value system of a model can be governed by fine-tun"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.11414","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/2508.11414/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":"2026-07-05T11:54:33Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"h1nGwh/WlX9fyCYjRXBiVv4DNMWCE4vM5QDmgmZU/ZZht66LkH9bfFpHCH17b9QElPZmQyvfoYrAQT2446RmAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T19:04:29.330121Z"},"content_sha256":"8c89e8954f3d12ecb7ad6fa24abb5579f7a54ad9fe52410d43e2ccdb04f99096","schema_version":"1.0","event_id":"sha256:8c89e8954f3d12ecb7ad6fa24abb5579f7a54ad9fe52410d43e2ccdb04f99096"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ECJBADMORGZE6Q3F3K2LQCOSUD/bundle.json","state_url":"https://pith.science/pith/ECJBADMORGZE6Q3F3K2LQCOSUD/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ECJBADMORGZE6Q3F3K2LQCOSUD/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":"2026-07-06T19:04:29Z","links":{"resolver":"https://pith.science/pith/ECJBADMORGZE6Q3F3K2LQCOSUD","bundle":"https://pith.science/pith/ECJBADMORGZE6Q3F3K2LQCOSUD/bundle.json","state":"https://pith.science/pith/ECJBADMORGZE6Q3F3K2LQCOSUD/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ECJBADMORGZE6Q3F3K2LQCOSUD/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:ECJBADMORGZE6Q3F3K2LQCOSUD","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":"165bca0bb3b61d11f66d7224bb0ee60315eac6f19ab36dc045fa960bb69de9f3","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-08-15T11:36:17Z","title_canon_sha256":"822eaf998df5557434690ad43188676ab9d27125ad081528120fa97093288c4f"},"schema_version":"1.0","source":{"id":"2508.11414","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.11414","created_at":"2026-07-05T11:54:33Z"},{"alias_kind":"arxiv_version","alias_value":"2508.11414v1","created_at":"2026-07-05T11:54:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.11414","created_at":"2026-07-05T11:54:33Z"},{"alias_kind":"pith_short_12","alias_value":"ECJBADMORGZE","created_at":"2026-07-05T11:54:33Z"},{"alias_kind":"pith_short_16","alias_value":"ECJBADMORGZE6Q3F","created_at":"2026-07-05T11:54:33Z"},{"alias_kind":"pith_short_8","alias_value":"ECJBADMO","created_at":"2026-07-05T11:54:33Z"}],"graph_snapshots":[{"event_id":"sha256:8c89e8954f3d12ecb7ad6fa24abb5579f7a54ad9fe52410d43e2ccdb04f99096","target":"graph","created_at":"2026-07-05T11:54:33Z","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/2508.11414/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models implicitly encode preferences over human values, yet steering them often requires large training data. In this work, we investigate a simple approach: Can we reliably modify a model's value system in downstream behavior by training it to answer value survey questions accordingly? We first construct value profiles of several open-source LLMs by asking them to rate a series of value-related descriptions spanning 20 distinct human values, which we use as a baseline for subsequent experiments. We then investigate whether the value system of a model can be governed by fine-tun","authors_text":"Charles Welch, David Kacz\\'er, Florian Mai, Lucie Flek, Shangrui Nie, Zhixue Zhao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-08-15T11:36:17Z","title":"Survey-to-Behavior: Downstream Alignment of Human Values in LLMs via Survey Questions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.11414","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:c8d2bd66ed33f33e2cd186ad0e12eab5f8a4bee358bccdec76089031142efd10","target":"record","created_at":"2026-07-05T11:54:33Z","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":"165bca0bb3b61d11f66d7224bb0ee60315eac6f19ab36dc045fa960bb69de9f3","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-08-15T11:36:17Z","title_canon_sha256":"822eaf998df5557434690ad43188676ab9d27125ad081528120fa97093288c4f"},"schema_version":"1.0","source":{"id":"2508.11414","kind":"arxiv","version":1}},"canonical_sha256":"2092100d8e89b24f4365dab4b809d2a0d4a49ea195e59018054f69e90f3d47c9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2092100d8e89b24f4365dab4b809d2a0d4a49ea195e59018054f69e90f3d47c9","first_computed_at":"2026-07-05T11:54:33.072922Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:54:33.072922Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bny8+dhP7Dkcrm8s7MnUc3s3ouhLsdq82E9TZOPBd7haYVWPZ6JWlhqjOBv/ZQItMs7mES4FFW5IYdt30dv5BA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:54:33.073331Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.11414","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c8d2bd66ed33f33e2cd186ad0e12eab5f8a4bee358bccdec76089031142efd10","sha256:8c89e8954f3d12ecb7ad6fa24abb5579f7a54ad9fe52410d43e2ccdb04f99096"],"state_sha256":"e4f184743217aca27296bf5ab2943b732c91e6a319c15b96269437c4c17968e9"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"btjXQiGV/6BEd9+f/9wWFvfXtCWkMjDi/QN7mYAYbk4Glsrpd2M+zHoPZ2C2a4OKzUeXLwj6FMNbCp+n4POSCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T19:04:29.332059Z","bundle_sha256":"4fd7c0c17d36635b347b7bd38582dd32e8bb208cdb6cd4d7364f26daf04f41c3"}}