{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:U6ZLKQ7JKZ4NOQ5PZQ7U2VORKF","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":"f481b77c7a9d8b1b988648b5197d3d5cc8761524d52a864c729949bea02608c2","cross_cats_sorted":["cs.LG","cs.MM"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.IR","submitted_at":"2025-06-25T00:25:08Z","title_canon_sha256":"d4683eef152b42ee564a352f78c75fce1aca78f8e5b2302f603e09c2d67e0726"},"schema_version":"1.0","source":{"id":"2506.20070","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.20070","created_at":"2026-07-05T11:26:59Z"},{"alias_kind":"arxiv_version","alias_value":"2506.20070v1","created_at":"2026-07-05T11:26:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.20070","created_at":"2026-07-05T11:26:59Z"},{"alias_kind":"pith_short_12","alias_value":"U6ZLKQ7JKZ4N","created_at":"2026-07-05T11:26:59Z"},{"alias_kind":"pith_short_16","alias_value":"U6ZLKQ7JKZ4NOQ5P","created_at":"2026-07-05T11:26:59Z"},{"alias_kind":"pith_short_8","alias_value":"U6ZLKQ7J","created_at":"2026-07-05T11:26:59Z"}],"graph_snapshots":[{"event_id":"sha256:c0285c1b404b80cd0e2992a64202123fe3a870bce3f148d4819000245a7a3f30","target":"graph","created_at":"2026-07-05T11:26:59Z","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/2506.20070/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Existing multi-media retrieval models either rely on creating a common subspace with modality-specific representation models or require schema mapping among modalities to measure similarities among multi-media data. Our goal is to avoid the annotation overhead incurred from considering retrieval as a supervised classification task and re-use the pretrained encoders in large language models and vision tasks. We propose \"FemmIR\", a framework to retrieve multimodal results relevant to information needs expressed with multimodal queries by example without any similarity label. Such identification ","authors_text":"Bharat Bhargava, KMA Solaiman","cross_cats":["cs.LG","cs.MM"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.IR","submitted_at":"2025-06-25T00:25:08Z","title":"Multimodal Information Retrieval for Open World with Edit Distance Weak Supervision"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.20070","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:cf148407d4ad2a6acd04a536588b34f6e9d17a2ca6fc3dee5b8960085ff8bada","target":"record","created_at":"2026-07-05T11:26:59Z","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":"f481b77c7a9d8b1b988648b5197d3d5cc8761524d52a864c729949bea02608c2","cross_cats_sorted":["cs.LG","cs.MM"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.IR","submitted_at":"2025-06-25T00:25:08Z","title_canon_sha256":"d4683eef152b42ee564a352f78c75fce1aca78f8e5b2302f603e09c2d67e0726"},"schema_version":"1.0","source":{"id":"2506.20070","kind":"arxiv","version":1}},"canonical_sha256":"a7b2b543e95678d743afcc3f4d55d151751dab69c1b588892476733a856cb2f1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a7b2b543e95678d743afcc3f4d55d151751dab69c1b588892476733a856cb2f1","first_computed_at":"2026-07-05T11:26:59.812701Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:26:59.812701Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"S3iUnbx/2sFt6xqYlSrStXJEHPM+W1LMRi7L6W7c7dCzJB2gRtY5bW1HXcdK5wU0T/OIKzeVxp/p20QkH9NSDA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:26:59.813165Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.20070","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cf148407d4ad2a6acd04a536588b34f6e9d17a2ca6fc3dee5b8960085ff8bada","sha256:c0285c1b404b80cd0e2992a64202123fe3a870bce3f148d4819000245a7a3f30"],"state_sha256":"66696112015f3578cedaf7dec38562494d07f06d8bc287eb60dd402c66a0a10c"}