{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:CGNG7EWMUV6GR2L5EZLSVWOE5K","short_pith_number":"pith:CGNG7EWM","canonical_record":{"source":{"id":"2412.15785","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-12-20T10:53:21Z","cross_cats_sorted":[],"title_canon_sha256":"d8871f24f3e9652ebc24d1ce35609953198cb60b6862442896c3335fd8d00b95","abstract_canon_sha256":"9a95d4167920c4ea8bbb21fcfb61963e10eca267550c0afe3fdbe5c86e456927"},"schema_version":"1.0"},"canonical_sha256":"119a6f92cca57c68e97d26572ad9c4ea849486a15024fab015f72b71f4d214c5","source":{"kind":"arxiv","id":"2412.15785","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.15785","created_at":"2026-07-05T09:52:29Z"},{"alias_kind":"arxiv_version","alias_value":"2412.15785v1","created_at":"2026-07-05T09:52:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.15785","created_at":"2026-07-05T09:52:29Z"},{"alias_kind":"pith_short_12","alias_value":"CGNG7EWMUV6G","created_at":"2026-07-05T09:52:29Z"},{"alias_kind":"pith_short_16","alias_value":"CGNG7EWMUV6GR2L5","created_at":"2026-07-05T09:52:29Z"},{"alias_kind":"pith_short_8","alias_value":"CGNG7EWM","created_at":"2026-07-05T09:52:29Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:CGNG7EWMUV6GR2L5EZLSVWOE5K","target":"record","payload":{"canonical_record":{"source":{"id":"2412.15785","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-12-20T10:53:21Z","cross_cats_sorted":[],"title_canon_sha256":"d8871f24f3e9652ebc24d1ce35609953198cb60b6862442896c3335fd8d00b95","abstract_canon_sha256":"9a95d4167920c4ea8bbb21fcfb61963e10eca267550c0afe3fdbe5c86e456927"},"schema_version":"1.0"},"canonical_sha256":"119a6f92cca57c68e97d26572ad9c4ea849486a15024fab015f72b71f4d214c5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:52:29.924824Z","signature_b64":"9w/IUpcvx6J0pINAyvd9mgwk9p1KmtFb5PTcwhZgeHk6BLz+rrVfU+AEzjmTwRnENXuE8gY5J399zRvUI30LDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"119a6f92cca57c68e97d26572ad9c4ea849486a15024fab015f72b71f4d214c5","last_reissued_at":"2026-07-05T09:52:29.923969Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:52:29.923969Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.15785","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":"2026-07-05T09:52:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"cqZKHHsA1VUTm+bQyEyXhjauqRVfuM+6zmOu3VL+r9oI8ccyxwRdJJSswDEf/C5hg5njTPwe89bavN/kqAV+Bg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T06:04:26.664691Z"},"content_sha256":"ba3fbe85e4fc6abcd662be286bfe3a5fb56d8b657d0a44b5569ae3ee216e2494","schema_version":"1.0","event_id":"sha256:ba3fbe85e4fc6abcd662be286bfe3a5fb56d8b657d0a44b5569ae3ee216e2494"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:CGNG7EWMUV6GR2L5EZLSVWOE5K","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Learning from Impairment: Leveraging Insights from Clinical Linguistics in Language Modelling Research","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Dominique Brunato","submitted_at":"2024-12-20T10:53:21Z","abstract_excerpt":"This position paper investigates the potential of integrating insights from language impairment research and its clinical treatment to develop human-inspired learning strategies and evaluation frameworks for language models (LMs). We inspect the theoretical underpinnings underlying some influential linguistically motivated training approaches derived from neurolinguistics and, particularly, aphasiology, aimed at enhancing the recovery and generalization of linguistic skills in aphasia treatment, with a primary focus on those targeting the syntactic domain. We highlight how these insights can i"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.15785","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/2412.15785/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":"2026-07-05T09:52:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"yV5H0eo2I8kFYaDS2N4nUBorCuxvrODeVRuZl7ShD49cfzbH653fYMbIWzlpGCrfJ1koShYE3zxzUYeinTFHBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T06:04:26.665263Z"},"content_sha256":"e698cf6c16a03ecd6c4970a888b2c389ae53c086f198fd41571a8fec826edf07","schema_version":"1.0","event_id":"sha256:e698cf6c16a03ecd6c4970a888b2c389ae53c086f198fd41571a8fec826edf07"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CGNG7EWMUV6GR2L5EZLSVWOE5K/bundle.json","state_url":"https://pith.science/pith/CGNG7EWMUV6GR2L5EZLSVWOE5K/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CGNG7EWMUV6GR2L5EZLSVWOE5K/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":"2026-08-15T06:04:26Z","links":{"resolver":"https://pith.science/pith/CGNG7EWMUV6GR2L5EZLSVWOE5K","bundle":"https://pith.science/pith/CGNG7EWMUV6GR2L5EZLSVWOE5K/bundle.json","state":"https://pith.science/pith/CGNG7EWMUV6GR2L5EZLSVWOE5K/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CGNG7EWMUV6GR2L5EZLSVWOE5K/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:CGNG7EWMUV6GR2L5EZLSVWOE5K","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":"9a95d4167920c4ea8bbb21fcfb61963e10eca267550c0afe3fdbe5c86e456927","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-12-20T10:53:21Z","title_canon_sha256":"d8871f24f3e9652ebc24d1ce35609953198cb60b6862442896c3335fd8d00b95"},"schema_version":"1.0","source":{"id":"2412.15785","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.15785","created_at":"2026-07-05T09:52:29Z"},{"alias_kind":"arxiv_version","alias_value":"2412.15785v1","created_at":"2026-07-05T09:52:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.15785","created_at":"2026-07-05T09:52:29Z"},{"alias_kind":"pith_short_12","alias_value":"CGNG7EWMUV6G","created_at":"2026-07-05T09:52:29Z"},{"alias_kind":"pith_short_16","alias_value":"CGNG7EWMUV6GR2L5","created_at":"2026-07-05T09:52:29Z"},{"alias_kind":"pith_short_8","alias_value":"CGNG7EWM","created_at":"2026-07-05T09:52:29Z"}],"graph_snapshots":[{"event_id":"sha256:e698cf6c16a03ecd6c4970a888b2c389ae53c086f198fd41571a8fec826edf07","target":"graph","created_at":"2026-07-05T09:52:29Z","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/2412.15785/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This position paper investigates the potential of integrating insights from language impairment research and its clinical treatment to develop human-inspired learning strategies and evaluation frameworks for language models (LMs). We inspect the theoretical underpinnings underlying some influential linguistically motivated training approaches derived from neurolinguistics and, particularly, aphasiology, aimed at enhancing the recovery and generalization of linguistic skills in aphasia treatment, with a primary focus on those targeting the syntactic domain. We highlight how these insights can i","authors_text":"Dominique Brunato","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-12-20T10:53:21Z","title":"Learning from Impairment: Leveraging Insights from Clinical Linguistics in Language Modelling Research"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.15785","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:ba3fbe85e4fc6abcd662be286bfe3a5fb56d8b657d0a44b5569ae3ee216e2494","target":"record","created_at":"2026-07-05T09:52:29Z","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":"9a95d4167920c4ea8bbb21fcfb61963e10eca267550c0afe3fdbe5c86e456927","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-12-20T10:53:21Z","title_canon_sha256":"d8871f24f3e9652ebc24d1ce35609953198cb60b6862442896c3335fd8d00b95"},"schema_version":"1.0","source":{"id":"2412.15785","kind":"arxiv","version":1}},"canonical_sha256":"119a6f92cca57c68e97d26572ad9c4ea849486a15024fab015f72b71f4d214c5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"119a6f92cca57c68e97d26572ad9c4ea849486a15024fab015f72b71f4d214c5","first_computed_at":"2026-07-05T09:52:29.923969Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:52:29.923969Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9w/IUpcvx6J0pINAyvd9mgwk9p1KmtFb5PTcwhZgeHk6BLz+rrVfU+AEzjmTwRnENXuE8gY5J399zRvUI30LDw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:52:29.924824Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.15785","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ba3fbe85e4fc6abcd662be286bfe3a5fb56d8b657d0a44b5569ae3ee216e2494","sha256:e698cf6c16a03ecd6c4970a888b2c389ae53c086f198fd41571a8fec826edf07"],"state_sha256":"215354479c04430b9633d7e6dd1c3a62827625aa236f29ca108128f5fb35dbb3"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"nvPr1/YDJBocsWz+piNHmzg0+7lyJiYeC6gMkjIVhBziS9aOnP0IdzpoTeEIdnJqJrBe3uR7YWpEqfQFRjovCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T06:04:26.670379Z","bundle_sha256":"420b765b57662430e97f9579b405528e37d85a0af6957fb188955849a46ce73a"}}