{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:N4XRSLHZBXZ2H4K43MAOKLXISR","short_pith_number":"pith:N4XRSLHZ","schema_version":"1.0","canonical_sha256":"6f2f192cf90df3a3f15cdb00e52ee8946832d38cde8c1d1714be97c178ac2a2c","source":{"kind":"arxiv","id":"2606.28335","version":1},"attestation_state":"computed","paper":{"title":"LLM-Ideoplasticity: Measuring Ideological Plasticity in the Political Behavior of LLMs as a Context-Conditioned Distribution","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.AI","cs.CL"],"primary_cat":"cs.CY","authors_text":"Adib Sakhawat, Hasan Mahmud, Md Kamrul Hasan, Syed Rifat Raiyan, Tahsin Islam, Takia Farhin","submitted_at":"2026-05-26T17:01:07Z","abstract_excerpt":"We argue, with systematic empirical evidence, that a large language model's political ideology is not a fixed point, but a conditional distribution $\\mathbb{P}($position$\\mid$context$)$ over a real political space. We evaluate nine current LLMs using a unified measurement framework anchored by VAA-CHES projection models, which map responses onto three validated dimensions (lrgen, lrecon, galtan) across six contextual axes. Our findings reveal high sensitivity to context: persuasive framing and under-represented languages displace coordinates by up to 0.57 and 0.52 units, respectively, while ch"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2606.28335","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CY","submitted_at":"2026-05-26T17:01:07Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"44145951bf86fb8b0e3c07c2830e880e5dff46968a02c7fc5b642aba18d3d34b","abstract_canon_sha256":"b66589f7600c685af60efe94c6b77b7e25fe2b2a02912b70343f14bb4b7c2f46"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-30T00:15:11.161687Z","signature_b64":"quQS8KsUSoIRrc037dJpWQjpcCgdYfQaZD3ecRFAcLwEE9+39dnAUu0UYGb8zvEQaOYFx/hK53ems8QjIoBQDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"6f2f192cf90df3a3f15cdb00e52ee8946832d38cde8c1d1714be97c178ac2a2c","last_reissued_at":"2026-06-30T00:15:11.161210Z","signature_status":"signed_v1","first_computed_at":"2026-06-30T00:15:11.161210Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"LLM-Ideoplasticity: Measuring Ideological Plasticity in the Political Behavior of LLMs as a Context-Conditioned Distribution","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.AI","cs.CL"],"primary_cat":"cs.CY","authors_text":"Adib Sakhawat, Hasan Mahmud, Md Kamrul Hasan, Syed Rifat Raiyan, Tahsin Islam, Takia Farhin","submitted_at":"2026-05-26T17:01:07Z","abstract_excerpt":"We argue, with systematic empirical evidence, that a large language model's political ideology is not a fixed point, but a conditional distribution $\\mathbb{P}($position$\\mid$context$)$ over a real political space. We evaluate nine current LLMs using a unified measurement framework anchored by VAA-CHES projection models, which map responses onto three validated dimensions (lrgen, lrecon, galtan) across six contextual axes. Our findings reveal high sensitivity to context: persuasive framing and under-represented languages displace coordinates by up to 0.57 and 0.52 units, respectively, while ch"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.28335","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/2606.28335/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2606.28335","created_at":"2026-06-30T00:15:11.161269+00:00"},{"alias_kind":"arxiv_version","alias_value":"2606.28335v1","created_at":"2026-06-30T00:15:11.161269+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.28335","created_at":"2026-06-30T00:15:11.161269+00:00"},{"alias_kind":"pith_short_12","alias_value":"N4XRSLHZBXZ2","created_at":"2026-06-30T00:15:11.161269+00:00"},{"alias_kind":"pith_short_16","alias_value":"N4XRSLHZBXZ2H4K4","created_at":"2026-06-30T00:15:11.161269+00:00"},{"alias_kind":"pith_short_8","alias_value":"N4XRSLHZ","created_at":"2026-06-30T00:15:11.161269+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/N4XRSLHZBXZ2H4K43MAOKLXISR","json":"https://pith.science/pith/N4XRSLHZBXZ2H4K43MAOKLXISR.json","graph_json":"https://pith.science/api/pith-number/N4XRSLHZBXZ2H4K43MAOKLXISR/graph.json","events_json":"https://pith.science/api/pith-number/N4XRSLHZBXZ2H4K43MAOKLXISR/events.json","paper":"https://pith.science/paper/N4XRSLHZ"},"agent_actions":{"view_html":"https://pith.science/pith/N4XRSLHZBXZ2H4K43MAOKLXISR","download_json":"https://pith.science/pith/N4XRSLHZBXZ2H4K43MAOKLXISR.json","view_paper":"https://pith.science/paper/N4XRSLHZ","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2606.28335&json=true","fetch_graph":"https://pith.science/api/pith-number/N4XRSLHZBXZ2H4K43MAOKLXISR/graph.json","fetch_events":"https://pith.science/api/pith-number/N4XRSLHZBXZ2H4K43MAOKLXISR/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/N4XRSLHZBXZ2H4K43MAOKLXISR/action/timestamp_anchor","attest_storage":"https://pith.science/pith/N4XRSLHZBXZ2H4K43MAOKLXISR/action/storage_attestation","attest_author":"https://pith.science/pith/N4XRSLHZBXZ2H4K43MAOKLXISR/action/author_attestation","sign_citation":"https://pith.science/pith/N4XRSLHZBXZ2H4K43MAOKLXISR/action/citation_signature","submit_replication":"https://pith.science/pith/N4XRSLHZBXZ2H4K43MAOKLXISR/action/replication_record"}},"created_at":"2026-06-30T00:15:11.161269+00:00","updated_at":"2026-06-30T00:15:11.161269+00:00"}