{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:VOCGR5265CRJT7UUHCA5XUZN7Q","short_pith_number":"pith:VOCGR526","schema_version":"1.0","canonical_sha256":"ab8468f75ee8a299fe943881dbd32dfc2e2f5d26c8e1c5ca5c9973993e9ce013","source":{"kind":"arxiv","id":"2606.30705","version":1},"attestation_state":"computed","paper":{"title":"Why Do Few-Step Text Latents Fail When Image Latents Work? Non-Commitment at Sharp Categorical Readouts","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Zhongyao Wang","submitted_at":"2026-06-29T14:20:57Z","abstract_excerpt":"Deterministic few-step generation succeeds on continuous image latents but collapses to incoherent text on continuous text latents, and we show the cause is geometric rather than a training or scaling deficiency: a smooth, regularity-limited deterministic map cannot resolve a discrete branch choice before a sharp categorical readout, so few-step failure is governed by decoder sharpness, not transport accuracy. In the overlapping regime of real text autoencoders, we prove (Theorem 3) that the posterior-mean terminal step flips tokens at the rate of the latent mass in an $O(s(t))$ tube around de"},"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":"2606.30705","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-29T14:20:57Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"85eb0e48ff515e36b6d91506fcd3eb763a2d5bccffacaa845e19d03d1198454d","abstract_canon_sha256":"a13b36f3cb5ac6ba185a8e89c3ac086d928d3838017a8b92d532dcd892ae2fad"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-01T00:17:13.992846Z","signature_b64":"OgFS/vn80fhwayGLgfrAvoGJX77+mWKOfpN5oE6jTdu++KZu5JHGsvG06UjIn/PlaSQineXY35fVethkqzPOCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ab8468f75ee8a299fe943881dbd32dfc2e2f5d26c8e1c5ca5c9973993e9ce013","last_reissued_at":"2026-07-01T00:17:13.992454Z","signature_status":"signed_v1","first_computed_at":"2026-07-01T00:17:13.992454Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Why Do Few-Step Text Latents Fail When Image Latents Work? Non-Commitment at Sharp Categorical Readouts","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Zhongyao Wang","submitted_at":"2026-06-29T14:20:57Z","abstract_excerpt":"Deterministic few-step generation succeeds on continuous image latents but collapses to incoherent text on continuous text latents, and we show the cause is geometric rather than a training or scaling deficiency: a smooth, regularity-limited deterministic map cannot resolve a discrete branch choice before a sharp categorical readout, so few-step failure is governed by decoder sharpness, not transport accuracy. In the overlapping regime of real text autoencoders, we prove (Theorem 3) that the posterior-mean terminal step flips tokens at the rate of the latent mass in an $O(s(t))$ tube around de"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.30705","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/2606.30705/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":"2606.30705","created_at":"2026-07-01T00:17:13.992514+00:00"},{"alias_kind":"arxiv_version","alias_value":"2606.30705v1","created_at":"2026-07-01T00:17:13.992514+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.30705","created_at":"2026-07-01T00:17:13.992514+00:00"},{"alias_kind":"pith_short_12","alias_value":"VOCGR5265CRJ","created_at":"2026-07-01T00:17:13.992514+00:00"},{"alias_kind":"pith_short_16","alias_value":"VOCGR5265CRJT7UU","created_at":"2026-07-01T00:17:13.992514+00:00"},{"alias_kind":"pith_short_8","alias_value":"VOCGR526","created_at":"2026-07-01T00:17:13.992514+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/VOCGR5265CRJT7UUHCA5XUZN7Q","json":"https://pith.science/pith/VOCGR5265CRJT7UUHCA5XUZN7Q.json","graph_json":"https://pith.science/api/pith-number/VOCGR5265CRJT7UUHCA5XUZN7Q/graph.json","events_json":"https://pith.science/api/pith-number/VOCGR5265CRJT7UUHCA5XUZN7Q/events.json","paper":"https://pith.science/paper/VOCGR526"},"agent_actions":{"view_html":"https://pith.science/pith/VOCGR5265CRJT7UUHCA5XUZN7Q","download_json":"https://pith.science/pith/VOCGR5265CRJT7UUHCA5XUZN7Q.json","view_paper":"https://pith.science/paper/VOCGR526","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2606.30705&json=true","fetch_graph":"https://pith.science/api/pith-number/VOCGR5265CRJT7UUHCA5XUZN7Q/graph.json","fetch_events":"https://pith.science/api/pith-number/VOCGR5265CRJT7UUHCA5XUZN7Q/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/VOCGR5265CRJT7UUHCA5XUZN7Q/action/timestamp_anchor","attest_storage":"https://pith.science/pith/VOCGR5265CRJT7UUHCA5XUZN7Q/action/storage_attestation","attest_author":"https://pith.science/pith/VOCGR5265CRJT7UUHCA5XUZN7Q/action/author_attestation","sign_citation":"https://pith.science/pith/VOCGR5265CRJT7UUHCA5XUZN7Q/action/citation_signature","submit_replication":"https://pith.science/pith/VOCGR5265CRJT7UUHCA5XUZN7Q/action/replication_record"}},"created_at":"2026-07-01T00:17:13.992514+00:00","updated_at":"2026-07-01T00:17:13.992514+00:00"}