{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:VTXE5SE67RZK4TMKPK3VBTWZ34","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":"6fd7a4eabcf119665f6197ea7a5dbbd094e2ddb5e877eba18013d14c131902b4","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-24T21:01:35Z","title_canon_sha256":"aa835598596764270391bbedf039483c2ac18ebcb915c03d075857419df71b1c"},"schema_version":"1.0","source":{"id":"2505.18867","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.18867","created_at":"2026-07-05T11:09:20Z"},{"alias_kind":"arxiv_version","alias_value":"2505.18867v1","created_at":"2026-07-05T11:09:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.18867","created_at":"2026-07-05T11:09:20Z"},{"alias_kind":"pith_short_12","alias_value":"VTXE5SE67RZK","created_at":"2026-07-05T11:09:20Z"},{"alias_kind":"pith_short_16","alias_value":"VTXE5SE67RZK4TMK","created_at":"2026-07-05T11:09:20Z"},{"alias_kind":"pith_short_8","alias_value":"VTXE5SE6","created_at":"2026-07-05T11:09:20Z"}],"graph_snapshots":[{"event_id":"sha256:cf13b5901d15213e32584b7b8d6ac6bf40a6d3cf01dba603ab6b0f3ec8a0eb53","target":"graph","created_at":"2026-07-05T11:09:20Z","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/2505.18867/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Lay paraphrasing aims to make scientific information accessible to audiences without technical backgrounds. However, most existing studies focus on a single domain, such as biomedicine. With the rise of interdisciplinary research, it is increasingly necessary to comprehend knowledge spanning multiple technical fields. To address this, we propose Sci-LoRA, a model that leverages a mixture of LoRAs fine-tuned on multiple scientific domains. In particular, Sci-LoRA dynamically generates and applies weights for each LoRA, enabling it to adjust the impact of different domains based on the input tex","authors_text":"Hoda Eldardiry, Jiaying Gong, Ming Cheng","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-24T21:01:35Z","title":"Sci-LoRA: Mixture of Scientific LoRAs for Cross-Domain Lay Paraphrasing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.18867","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:ec46affb5c47bb9025cfcf763f8fa2ec44458dfa14f1f181a149262f6f649ea5","target":"record","created_at":"2026-07-05T11:09:20Z","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":"6fd7a4eabcf119665f6197ea7a5dbbd094e2ddb5e877eba18013d14c131902b4","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-24T21:01:35Z","title_canon_sha256":"aa835598596764270391bbedf039483c2ac18ebcb915c03d075857419df71b1c"},"schema_version":"1.0","source":{"id":"2505.18867","kind":"arxiv","version":1}},"canonical_sha256":"acee4ec89efc72ae4d8a7ab750ced9df31e8cfab97e76cec3112123d83725619","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"acee4ec89efc72ae4d8a7ab750ced9df31e8cfab97e76cec3112123d83725619","first_computed_at":"2026-07-05T11:09:20.949678Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:09:20.949678Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1nGwoPAsdJ5YezBBIHTV3TyUp2pBem15kQK9JyJ98TWyLRAUXkoe9Vm8MC0AkEbcL9EpG6lKG9BGHRELlinzAw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:09:20.950114Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.18867","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ec46affb5c47bb9025cfcf763f8fa2ec44458dfa14f1f181a149262f6f649ea5","sha256:cf13b5901d15213e32584b7b8d6ac6bf40a6d3cf01dba603ab6b0f3ec8a0eb53"],"state_sha256":"12ab646dd6a500d45430055258df707912cb46bfefcc771f90d3c039abd918bd"}