{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:KTC2FC5B6CLQBYUJURWQNTFNGY","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":"2ece6578685b45837c1badc7558f90ed5db31a8c07b7c5f227a734733b22d35a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2021-04-18T08:13:06Z","title_canon_sha256":"a8e238e2b7502dc679171d25f9a6a8ab13cdb2aa962f047d9f8056aca902707f"},"schema_version":"1.0","source":{"id":"2104.08768","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2104.08768","created_at":"2026-07-05T03:32:38Z"},{"alias_kind":"arxiv_version","alias_value":"2104.08768v2","created_at":"2026-07-05T03:32:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2104.08768","created_at":"2026-07-05T03:32:38Z"},{"alias_kind":"pith_short_12","alias_value":"KTC2FC5B6CLQ","created_at":"2026-07-05T03:32:38Z"},{"alias_kind":"pith_short_16","alias_value":"KTC2FC5B6CLQBYUJ","created_at":"2026-07-05T03:32:38Z"},{"alias_kind":"pith_short_8","alias_value":"KTC2FC5B","created_at":"2026-07-05T03:32:38Z"}],"graph_snapshots":[{"event_id":"sha256:7aed6e1e00e1d1b06b94d223438f25d1e36bb39290da38b459f0c7f4ba5159d5","target":"graph","created_at":"2026-07-05T03:32:38Z","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/2104.08768/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We explore the use of large pretrained language models as few-shot semantic parsers. The goal in semantic parsing is to generate a structured meaning representation given a natural language input. However, language models are trained to generate natural language. To bridge the gap, we use language models to paraphrase inputs into a controlled sublanguage resembling English that can be automatically mapped to a target meaning representation. Our results demonstrate that with only a small amount of data and very little code to convert into English-like representations, our blueprint for rapidly ","authors_text":"Adam Pauls, Benjamin Van Durme, Charles Chen, Christopher H. Lin, Dan Klein, Emmanouil Antonios Platanios, Jason Eisner, Richard Shin, Sam Thomson, Subhro Roy","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2021-04-18T08:13:06Z","title":"Constrained Language Models Yield Few-Shot Semantic Parsers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2104.08768","kind":"arxiv","version":2},"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:e82a0db27bb16f9c22db5286da1b49c4c4cb460f953438dc2dd79ed72dfc3b7b","target":"record","created_at":"2026-07-05T03:32:38Z","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":"2ece6578685b45837c1badc7558f90ed5db31a8c07b7c5f227a734733b22d35a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2021-04-18T08:13:06Z","title_canon_sha256":"a8e238e2b7502dc679171d25f9a6a8ab13cdb2aa962f047d9f8056aca902707f"},"schema_version":"1.0","source":{"id":"2104.08768","kind":"arxiv","version":2}},"canonical_sha256":"54c5a28ba1f09700e289a46d06ccad3611e33efe4cb8090d33967c2a2ac7a8fe","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"54c5a28ba1f09700e289a46d06ccad3611e33efe4cb8090d33967c2a2ac7a8fe","first_computed_at":"2026-07-05T03:32:38.100075Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:32:38.100075Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LfKxAxDe2jwWvbHyyFtdbmMk2A9MmV9GOuJT2jCdNcDtX2/L+rw1TG3wlomg2UpQr0F1EOBCZRnWK5OhWnYmCg==","signature_status":"signed_v1","signed_at":"2026-07-05T03:32:38.100667Z","signed_message":"canonical_sha256_bytes"},"source_id":"2104.08768","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e82a0db27bb16f9c22db5286da1b49c4c4cb460f953438dc2dd79ed72dfc3b7b","sha256:7aed6e1e00e1d1b06b94d223438f25d1e36bb39290da38b459f0c7f4ba5159d5"],"state_sha256":"20e33dab32b8a6003362d4e6a65aa020627aa66e6c2586df737b4a942c28b5df"}