{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:V4F6MJHJRXPR6N2GQSLGXR4CA6","short_pith_number":"pith:V4F6MJHJ","canonical_record":{"source":{"id":"2502.15710","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-01-21T11:32:39Z","cross_cats_sorted":["q-bio.NC"],"title_canon_sha256":"dff468b2d016aa3f3ce76906cad8dfd2be92bd6343c872f45828f5f62ba5de6e","abstract_canon_sha256":"08550e3bcfd1ce579e83ac387d273a1e56bbc9c10eb151e5ccef72d55bec2813"},"schema_version":"1.0"},"canonical_sha256":"af0be624e98ddf1f374684966bc7820791ba38452cf7dfa8bc7dccd33c64d49c","source":{"kind":"arxiv","id":"2502.15710","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.15710","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"arxiv_version","alias_value":"2502.15710v1","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.15710","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"pith_short_12","alias_value":"V4F6MJHJRXPR","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"pith_short_16","alias_value":"V4F6MJHJRXPR6N2G","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"pith_short_8","alias_value":"V4F6MJHJ","created_at":"2026-07-05T10:20:19Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:V4F6MJHJRXPR6N2GQSLGXR4CA6","target":"record","payload":{"canonical_record":{"source":{"id":"2502.15710","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-01-21T11:32:39Z","cross_cats_sorted":["q-bio.NC"],"title_canon_sha256":"dff468b2d016aa3f3ce76906cad8dfd2be92bd6343c872f45828f5f62ba5de6e","abstract_canon_sha256":"08550e3bcfd1ce579e83ac387d273a1e56bbc9c10eb151e5ccef72d55bec2813"},"schema_version":"1.0"},"canonical_sha256":"af0be624e98ddf1f374684966bc7820791ba38452cf7dfa8bc7dccd33c64d49c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:20:19.599214Z","signature_b64":"yN2CiSkZ9fcWAyy/WejRdy7QLuZxRbUFAvR4REfzhkRbCrarR4DDFUJroJUMXT/YFRp6VJa9UGhY9vw6XzmGDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"af0be624e98ddf1f374684966bc7820791ba38452cf7dfa8bc7dccd33c64d49c","last_reissued_at":"2026-07-05T10:20:19.598698Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:20:19.598698Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2502.15710","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":"2026-07-05T10:20:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"UMkhBEHu9mPCbS5KRrBXkA8BDfadZyNMjAn8StB/aVPQUYFKI3xdY8yfSl9WhdHDpvEppzXgEGA0wLMkyp/hAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T01:30:05.212492Z"},"content_sha256":"83b3ebdfff202066839b32b4bec1c8beddb00d08b3ad760a4669d0662e5bc8cd","schema_version":"1.0","event_id":"sha256:83b3ebdfff202066839b32b4bec1c8beddb00d08b3ad760a4669d0662e5bc8cd"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:V4F6MJHJRXPR6N2GQSLGXR4CA6","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"The Process of Categorical Clipping at the Core of the Genesis of Concepts in Synthetic Neural Cognition","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["q-bio.NC"],"primary_cat":"cs.AI","authors_text":"Armanush Gasparian, Martin Corbet, Michael Pichat, Michael Veillet-Guillem, Paloma Pichat, Samuel Demarchi, Th\\'eo Dasilva, William Pogrund","submitted_at":"2025-01-21T11:32:39Z","abstract_excerpt":"This article investigates, within the field of neuropsychology of artificial intelligence, the process of categorical segmentation performed by language models. This process involves, across different neural layers, the creation of new functional categorical dimensions to analyze the input textual data and perform the required tasks. Each neuron in a multilayer perceptron (MLP) network is associated with a specific category, generated by three factors carried by the neural aggregation function: categorical priming, categorical attention, and categorical phasing. At each new layer, these factor"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.15710","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/2502.15710/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":"2026-07-05T10:20:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"8ZHiE4yySmIveA2s++hOejjnUQk2r+VNh2irkjBVPKVdLZ4L5D+3KUs+0SIf44WcHSGyER25aRj7Jj9lmdrKBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T01:30:05.213395Z"},"content_sha256":"47674a8a0c8dd3c80fa357466af0c722de6835b960ae96b03ab2a50fddfa76df","schema_version":"1.0","event_id":"sha256:47674a8a0c8dd3c80fa357466af0c722de6835b960ae96b03ab2a50fddfa76df"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/V4F6MJHJRXPR6N2GQSLGXR4CA6/bundle.json","state_url":"https://pith.science/pith/V4F6MJHJRXPR6N2GQSLGXR4CA6/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/V4F6MJHJRXPR6N2GQSLGXR4CA6/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":"2026-08-11T01:30:05Z","links":{"resolver":"https://pith.science/pith/V4F6MJHJRXPR6N2GQSLGXR4CA6","bundle":"https://pith.science/pith/V4F6MJHJRXPR6N2GQSLGXR4CA6/bundle.json","state":"https://pith.science/pith/V4F6MJHJRXPR6N2GQSLGXR4CA6/state.json","well_known_bundle":"https://pith.science/.well-known/pith/V4F6MJHJRXPR6N2GQSLGXR4CA6/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:V4F6MJHJRXPR6N2GQSLGXR4CA6","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":"08550e3bcfd1ce579e83ac387d273a1e56bbc9c10eb151e5ccef72d55bec2813","cross_cats_sorted":["q-bio.NC"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-01-21T11:32:39Z","title_canon_sha256":"dff468b2d016aa3f3ce76906cad8dfd2be92bd6343c872f45828f5f62ba5de6e"},"schema_version":"1.0","source":{"id":"2502.15710","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.15710","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"arxiv_version","alias_value":"2502.15710v1","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.15710","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"pith_short_12","alias_value":"V4F6MJHJRXPR","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"pith_short_16","alias_value":"V4F6MJHJRXPR6N2G","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"pith_short_8","alias_value":"V4F6MJHJ","created_at":"2026-07-05T10:20:19Z"}],"graph_snapshots":[{"event_id":"sha256:47674a8a0c8dd3c80fa357466af0c722de6835b960ae96b03ab2a50fddfa76df","target":"graph","created_at":"2026-07-05T10:20:19Z","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/2502.15710/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This article investigates, within the field of neuropsychology of artificial intelligence, the process of categorical segmentation performed by language models. This process involves, across different neural layers, the creation of new functional categorical dimensions to analyze the input textual data and perform the required tasks. Each neuron in a multilayer perceptron (MLP) network is associated with a specific category, generated by three factors carried by the neural aggregation function: categorical priming, categorical attention, and categorical phasing. At each new layer, these factor","authors_text":"Armanush Gasparian, Martin Corbet, Michael Pichat, Michael Veillet-Guillem, Paloma Pichat, Samuel Demarchi, Th\\'eo Dasilva, William Pogrund","cross_cats":["q-bio.NC"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-01-21T11:32:39Z","title":"The Process of Categorical Clipping at the Core of the Genesis of Concepts in Synthetic Neural Cognition"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.15710","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":"sha256:83b3ebdfff202066839b32b4bec1c8beddb00d08b3ad760a4669d0662e5bc8cd","target":"record","created_at":"2026-07-05T10:20:19Z","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":"08550e3bcfd1ce579e83ac387d273a1e56bbc9c10eb151e5ccef72d55bec2813","cross_cats_sorted":["q-bio.NC"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2025-01-21T11:32:39Z","title_canon_sha256":"dff468b2d016aa3f3ce76906cad8dfd2be92bd6343c872f45828f5f62ba5de6e"},"schema_version":"1.0","source":{"id":"2502.15710","kind":"arxiv","version":1}},"canonical_sha256":"af0be624e98ddf1f374684966bc7820791ba38452cf7dfa8bc7dccd33c64d49c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"af0be624e98ddf1f374684966bc7820791ba38452cf7dfa8bc7dccd33c64d49c","first_computed_at":"2026-07-05T10:20:19.598698Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:20:19.598698Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"yN2CiSkZ9fcWAyy/WejRdy7QLuZxRbUFAvR4REfzhkRbCrarR4DDFUJroJUMXT/YFRp6VJa9UGhY9vw6XzmGDA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:20:19.599214Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.15710","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:83b3ebdfff202066839b32b4bec1c8beddb00d08b3ad760a4669d0662e5bc8cd","sha256:47674a8a0c8dd3c80fa357466af0c722de6835b960ae96b03ab2a50fddfa76df"],"state_sha256":"319c2226f688eb4da39aa42964e571ea78dff414b3d4c76c40e477d1e669800a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jcp1zszrRx+2y6PQyjo2bJ7VEZfw6ifTvqXqC+SLIub2OUYG6OFtJhbETjKOFex5wAShf5wetfR3309XXQZfCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T01:30:05.220563Z","bundle_sha256":"cfb84cdf8280cce1fd5024205af9d607160c0f9c8db40e6e8be1d4502cdef225"}}