{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2018:PNOK2YF6SRIIVFCCGSGDYBICDJ","short_pith_number":"pith:PNOK2YF6","schema_version":"1.0","canonical_sha256":"7b5cad60be94508a9442348c3c05021a625066bd05213b9cee03a92ec61074dd","source":{"kind":"arxiv","id":"1811.01115","version":1},"attestation_state":"computed","paper":{"title":"Neural Task Representations as Weak Supervision for Model Agnostic Cross-Lingual Transfer","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Michael Gamon, Patrick Pantel, Sujay Kumar Jauhar","submitted_at":"2018-11-02T22:52:22Z","abstract_excerpt":"Natural language processing is heavily Anglo-centric, while the demand for models that work in languages other than English is greater than ever. Yet, the task of transferring a model from one language to another can be expensive in terms of annotation costs, engineering time and effort. In this paper, we present a general framework for easily and effectively transferring neural models from English to other languages. The framework, which relies on task representations as a form of weak supervision, is model and task agnostic, meaning that many existing neural architectures can be ported to ot"},"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":"1811.01115","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2018-11-02T22:52:22Z","cross_cats_sorted":[],"title_canon_sha256":"4ae80c2cfc68baa911ad19367b4def4e84449a89ba80323c6b013bf7f1753d1f","abstract_canon_sha256":"3eefce5bdaf02e39992b7d9e7aebb4f74beac65189886291904634090fe8f448"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:01:37.087088Z","signature_b64":"hSZYTzEv69l3ydDLS0I7ksBZUAMxm6hllLZSRDD1vLJh+R8a6SsZ0koQxQrdSV7FMQze9NN/FQXJCvFqXNxKBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7b5cad60be94508a9442348c3c05021a625066bd05213b9cee03a92ec61074dd","last_reissued_at":"2026-05-18T00:01:37.086608Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:01:37.086608Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Neural Task Representations as Weak Supervision for Model Agnostic Cross-Lingual Transfer","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Michael Gamon, Patrick Pantel, Sujay Kumar Jauhar","submitted_at":"2018-11-02T22:52:22Z","abstract_excerpt":"Natural language processing is heavily Anglo-centric, while the demand for models that work in languages other than English is greater than ever. Yet, the task of transferring a model from one language to another can be expensive in terms of annotation costs, engineering time and effort. In this paper, we present a general framework for easily and effectively transferring neural models from English to other languages. The framework, which relies on task representations as a form of weak supervision, is model and task agnostic, meaning that many existing neural architectures can be ported to ot"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1811.01115","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":""},"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":"1811.01115","created_at":"2026-05-18T00:01:37.086682+00:00"},{"alias_kind":"arxiv_version","alias_value":"1811.01115v1","created_at":"2026-05-18T00:01:37.086682+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1811.01115","created_at":"2026-05-18T00:01:37.086682+00:00"},{"alias_kind":"pith_short_12","alias_value":"PNOK2YF6SRII","created_at":"2026-05-18T12:32:46.962924+00:00"},{"alias_kind":"pith_short_16","alias_value":"PNOK2YF6SRIIVFCC","created_at":"2026-05-18T12:32:46.962924+00:00"},{"alias_kind":"pith_short_8","alias_value":"PNOK2YF6","created_at":"2026-05-18T12:32:46.962924+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/PNOK2YF6SRIIVFCCGSGDYBICDJ","json":"https://pith.science/pith/PNOK2YF6SRIIVFCCGSGDYBICDJ.json","graph_json":"https://pith.science/api/pith-number/PNOK2YF6SRIIVFCCGSGDYBICDJ/graph.json","events_json":"https://pith.science/api/pith-number/PNOK2YF6SRIIVFCCGSGDYBICDJ/events.json","paper":"https://pith.science/paper/PNOK2YF6"},"agent_actions":{"view_html":"https://pith.science/pith/PNOK2YF6SRIIVFCCGSGDYBICDJ","download_json":"https://pith.science/pith/PNOK2YF6SRIIVFCCGSGDYBICDJ.json","view_paper":"https://pith.science/paper/PNOK2YF6","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1811.01115&json=true","fetch_graph":"https://pith.science/api/pith-number/PNOK2YF6SRIIVFCCGSGDYBICDJ/graph.json","fetch_events":"https://pith.science/api/pith-number/PNOK2YF6SRIIVFCCGSGDYBICDJ/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/PNOK2YF6SRIIVFCCGSGDYBICDJ/action/timestamp_anchor","attest_storage":"https://pith.science/pith/PNOK2YF6SRIIVFCCGSGDYBICDJ/action/storage_attestation","attest_author":"https://pith.science/pith/PNOK2YF6SRIIVFCCGSGDYBICDJ/action/author_attestation","sign_citation":"https://pith.science/pith/PNOK2YF6SRIIVFCCGSGDYBICDJ/action/citation_signature","submit_replication":"https://pith.science/pith/PNOK2YF6SRIIVFCCGSGDYBICDJ/action/replication_record"}},"created_at":"2026-05-18T00:01:37.086682+00:00","updated_at":"2026-05-18T00:01:37.086682+00:00"}