{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:JUGBZX3SD4WWZE34J5ESX5ICX5","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":"7479746f85218ab8d4ea8a37c2218c1a3e30d8f91c60f5151ca71674849b3b91","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-10T13:44:29Z","title_canon_sha256":"234ffa2501cad51926d0141424f95b4a55a92e0edf64a6ffef38382de8980f5e"},"schema_version":"1.0","source":{"id":"2406.06263","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.06263","created_at":"2026-07-05T08:29:39Z"},{"alias_kind":"arxiv_version","alias_value":"2406.06263v1","created_at":"2026-07-05T08:29:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.06263","created_at":"2026-07-05T08:29:39Z"},{"alias_kind":"pith_short_12","alias_value":"JUGBZX3SD4WW","created_at":"2026-07-05T08:29:39Z"},{"alias_kind":"pith_short_16","alias_value":"JUGBZX3SD4WWZE34","created_at":"2026-07-05T08:29:39Z"},{"alias_kind":"pith_short_8","alias_value":"JUGBZX3S","created_at":"2026-07-05T08:29:39Z"}],"graph_snapshots":[{"event_id":"sha256:11aafe30c7e1cb8c70aea01a56887d57716694a65b08a31bdd7ecefe4ef244b8","target":"graph","created_at":"2026-07-05T08:29:39Z","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/2406.06263/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present MaskLID, a simple, yet effective, code-switching (CS) language identification (LID) method. MaskLID does not require any training and is designed to complement current high-performance sentence-level LIDs. Sentence-level LIDs are classifiers trained on monolingual texts to provide single labels, typically using a softmax layer to turn scores into probabilities. However, in cases where a sentence is composed in both L1 and L2 languages, the LID classifier often only returns the dominant label L1. To address this limitation, MaskLID employs a strategy to mask text features associated ","authors_text":"Amir Hossein Kargaran, Fran\\c{c}ois Yvon, Hinrich Sch\\\"utze","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-10T13:44:29Z","title":"MaskLID: Code-Switching Language Identification through Iterative Masking"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.06263","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:b60d695302296c3429ad9058f70a4953dc6cfd7eee4ae2249f0958c13ccf69cc","target":"record","created_at":"2026-07-05T08:29:39Z","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":"7479746f85218ab8d4ea8a37c2218c1a3e30d8f91c60f5151ca71674849b3b91","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-10T13:44:29Z","title_canon_sha256":"234ffa2501cad51926d0141424f95b4a55a92e0edf64a6ffef38382de8980f5e"},"schema_version":"1.0","source":{"id":"2406.06263","kind":"arxiv","version":1}},"canonical_sha256":"4d0c1cdf721f2d6c937c4f492bf502bf4d83fd9b4717480d8f67c21812d0635e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4d0c1cdf721f2d6c937c4f492bf502bf4d83fd9b4717480d8f67c21812d0635e","first_computed_at":"2026-07-05T08:29:39.930975Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:29:39.930975Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ow21GjbLetg0mWvOh42BxByR7C1LdnJporOFqUwsJ8c11BjQCUYtn+7iizJ7HYPto4MvC85rCjEZPKJFZLDzCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:29:39.931387Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.06263","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b60d695302296c3429ad9058f70a4953dc6cfd7eee4ae2249f0958c13ccf69cc","sha256:11aafe30c7e1cb8c70aea01a56887d57716694a65b08a31bdd7ecefe4ef244b8"],"state_sha256":"3606fd670ce2ba06083ff9370e0de0bbf37433f418def69a4baa6b30bf912154"}