{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:GF4OLP3WZ6FD3QUZOEVFKWYHHS","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":"dccc59b062008c5776ed3d37544d809600af7da56aebf08bfbe27cab6ee72e6d","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-08T01:27:19Z","title_canon_sha256":"72cc3042fbb7aa516e77b82d2d5ef471b7cbfd1208ca402ebd5a75dafd98de10"},"schema_version":"1.0","source":{"id":"2406.05315","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.05315","created_at":"2026-07-05T10:18:38Z"},{"alias_kind":"arxiv_version","alias_value":"2406.05315v3","created_at":"2026-07-05T10:18:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.05315","created_at":"2026-07-05T10:18:38Z"},{"alias_kind":"pith_short_12","alias_value":"GF4OLP3WZ6FD","created_at":"2026-07-05T10:18:38Z"},{"alias_kind":"pith_short_16","alias_value":"GF4OLP3WZ6FD3QUZ","created_at":"2026-07-05T10:18:38Z"},{"alias_kind":"pith_short_8","alias_value":"GF4OLP3W","created_at":"2026-07-05T10:18:38Z"}],"graph_snapshots":[{"event_id":"sha256:5c3c179038a90d02bf1aa2fde97ffd4f5bc1b7957d895d8029311f094a02a7a0","target":"graph","created_at":"2026-07-05T10:18:38Z","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/2406.05315/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper shifts focus to the often-overlooked input embeddings - the initial representations fed into transformer blocks. Using fuzzy graph, k-nearest neighbor (k-NN), and community detection, we analyze embeddings from diverse LLMs, finding significant categorical community structure aligned with predefined concepts and categories aligned with humans. We observe these groupings exhibit within-cluster organization (such as hierarchies, topological ordering, etc.), hypothesizing a fundamental structure that precedes contextual processing. To further investigate the conceptual nature of these ","authors_text":"Chandan K. Reddy, Mehrdad Khatir, Sanchit Kabra","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-08T01:27:19Z","title":"Aligned at the Start: Conceptual Groupings in LLM Embeddings"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.05315","kind":"arxiv","version":3},"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":"sha256:2295ef65368e8ed2871ab21d082d50c23e5f5cba315cce8b09bb32f5b4cde625","target":"record","created_at":"2026-07-05T10:18:38Z","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":"dccc59b062008c5776ed3d37544d809600af7da56aebf08bfbe27cab6ee72e6d","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-08T01:27:19Z","title_canon_sha256":"72cc3042fbb7aa516e77b82d2d5ef471b7cbfd1208ca402ebd5a75dafd98de10"},"schema_version":"1.0","source":{"id":"2406.05315","kind":"arxiv","version":3}},"canonical_sha256":"3178e5bf76cf8a3dc299712a555b073cbb44c4f9834c32e60e712f475a60e3d6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3178e5bf76cf8a3dc299712a555b073cbb44c4f9834c32e60e712f475a60e3d6","first_computed_at":"2026-07-05T10:18:38.007522Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:18:38.007522Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"YfvB6yATzsZJAfQl0wsQ+pckIqL40PpbEIO30bpxeFxEIMWoKTIu0awpfnzw6hEVy1CJ9kMi6zxgZ9+Y/oRuDA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:18:38.008011Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.05315","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2295ef65368e8ed2871ab21d082d50c23e5f5cba315cce8b09bb32f5b4cde625","sha256:5c3c179038a90d02bf1aa2fde97ffd4f5bc1b7957d895d8029311f094a02a7a0"],"state_sha256":"6e6199de6a95968bed0ebf94a0c65b4b3e877a57f5a5b9cbcb3ede92017eda30"}