{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:IVRZBJIHUPZYYZ5H527FFB5PCC","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":"0adab2e33ee2e1a26d3e564d769223100a9e68ceb9f3117c4019777d855c5d8a","cross_cats_sorted":["q-bio.NC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2019-10-02T22:36:51Z","title_canon_sha256":"8915f2932006c510bd3d971d1a298bc17c1f3f21a7bfe22f7e8da32c459b2ec5"},"schema_version":"1.0","source":{"id":"1910.01244","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1910.01244","created_at":"2026-07-05T00:09:28Z"},{"alias_kind":"arxiv_version","alias_value":"1910.01244v1","created_at":"2026-07-05T00:09:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1910.01244","created_at":"2026-07-05T00:09:28Z"},{"alias_kind":"pith_short_12","alias_value":"IVRZBJIHUPZY","created_at":"2026-07-05T00:09:28Z"},{"alias_kind":"pith_short_16","alias_value":"IVRZBJIHUPZYYZ5H","created_at":"2026-07-05T00:09:28Z"},{"alias_kind":"pith_short_8","alias_value":"IVRZBJIH","created_at":"2026-07-05T00:09:28Z"}],"graph_snapshots":[{"event_id":"sha256:52ceebd464b2d018bb47ada3fc7f19409139fd29d5620cb0c2410bd9c8d07f90","target":"graph","created_at":"2026-07-05T00:09:28Z","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/1910.01244/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"What information from an act of sentence understanding is robustly represented in the human brain? We investigate this question by comparing sentence encoding models on a brain decoding task, where the sentence that an experimental participant has seen must be predicted from the fMRI signal evoked by the sentence. We take a pre-trained BERT architecture as a baseline sentence encoding model and fine-tune it on a variety of natural language understanding (NLU) tasks, asking which lead to improvements in brain-decoding performance.\n  We find that none of the sentence encoding tasks tested yield ","authors_text":"Jon Gauthier, Roger Levy","cross_cats":["q-bio.NC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2019-10-02T22:36:51Z","title":"Linking artificial and human neural representations of language"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1910.01244","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":"sha256:0c84547257b348dcc9decd4e4664624782389520b3150327e51d9bd699ad2c7f","target":"record","created_at":"2026-07-05T00:09:28Z","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":"0adab2e33ee2e1a26d3e564d769223100a9e68ceb9f3117c4019777d855c5d8a","cross_cats_sorted":["q-bio.NC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2019-10-02T22:36:51Z","title_canon_sha256":"8915f2932006c510bd3d971d1a298bc17c1f3f21a7bfe22f7e8da32c459b2ec5"},"schema_version":"1.0","source":{"id":"1910.01244","kind":"arxiv","version":1}},"canonical_sha256":"456390a507a3f38c67a7eebe5287af10bde71bf2457e441d01f29dd7d139a3ec","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"456390a507a3f38c67a7eebe5287af10bde71bf2457e441d01f29dd7d139a3ec","first_computed_at":"2026-07-05T00:09:28.347647Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:09:28.347647Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"L1E9W7ZCPrjBH5yFyR1/f6WgBdug1aL41Ovaxsq7cdRq4R/NqkrWpQDJ4OLx62wIOIPNj9WrbTTvQGTSvdHOAg==","signature_status":"signed_v1","signed_at":"2026-07-05T00:09:28.348085Z","signed_message":"canonical_sha256_bytes"},"source_id":"1910.01244","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0c84547257b348dcc9decd4e4664624782389520b3150327e51d9bd699ad2c7f","sha256:52ceebd464b2d018bb47ada3fc7f19409139fd29d5620cb0c2410bd9c8d07f90"],"state_sha256":"e9777e4aeb406c838e26eaaef709b1f9afbf5d0b2e9566fa71e8469288235416"}