{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:Z47ELYWEB66DTPRNVRPNGVK66S","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":"68d692048514c26b1bf7bfa1220b32efedbd6b9f59740b7005f30998ae4de0cb","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-08-01T09:13:44Z","title_canon_sha256":"e0f418ff4ca236004f293069d38a0fba70bc7641fe8e6d5f94505042eaa9d9a5"},"schema_version":"1.0","source":{"id":"1708.00214","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1708.00214","created_at":"2026-05-18T00:39:05Z"},{"alias_kind":"arxiv_version","alias_value":"1708.00214v1","created_at":"2026-05-18T00:39:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1708.00214","created_at":"2026-05-18T00:39:05Z"},{"alias_kind":"pith_short_12","alias_value":"Z47ELYWEB66D","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_16","alias_value":"Z47ELYWEB66DTPRN","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_8","alias_value":"Z47ELYWE","created_at":"2026-05-18T12:31:59Z"}],"graph_snapshots":[{"event_id":"sha256:f70b2164f220d93cac7aec9834a0f0ac82260a5f63fd153c06cfeab7446906aa","target":"graph","created_at":"2026-05-18T00:39:05Z","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"},"paper":{"abstract_excerpt":"We show that small and shallow feed-forward neural networks can achieve near state-of-the-art results on a range of unstructured and structured language processing tasks while being considerably cheaper in memory and computational requirements than deep recurrent models. Motivated by resource-constrained environments like mobile phones, we showcase simple techniques for obtaining such small neural network models, and investigate different tradeoffs when deciding how to allocate a small memory budget.","authors_text":"Alex Salcianu, Anton Bakalov, David Weiss, Emily Pitler, Jan A. Botha, Ji Ma, Ryan McDonald, Slav Petrov","cross_cats":["cs.NE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-08-01T09:13:44Z","title":"Natural Language Processing with Small Feed-Forward Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1708.00214","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:fa9fb329b58dcd6cc105cafedb0b44685e455d115e24d1c4e55af6b8f7db52cc","target":"record","created_at":"2026-05-18T00:39:05Z","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":"68d692048514c26b1bf7bfa1220b32efedbd6b9f59740b7005f30998ae4de0cb","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-08-01T09:13:44Z","title_canon_sha256":"e0f418ff4ca236004f293069d38a0fba70bc7641fe8e6d5f94505042eaa9d9a5"},"schema_version":"1.0","source":{"id":"1708.00214","kind":"arxiv","version":1}},"canonical_sha256":"cf3e45e2c40fbc39be2dac5ed3555ef48029f22911081df1bbf49bd849205306","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cf3e45e2c40fbc39be2dac5ed3555ef48029f22911081df1bbf49bd849205306","first_computed_at":"2026-05-18T00:39:05.800799Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:39:05.800799Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Ffmvl4hyrSUGqmaxWHg0jTaAws0dIvrS/KpC2Maq7FgQRJ2KCBtxf34UIxB3ZSbfgIRsD172Fknh0dNs9XlUCg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:39:05.801542Z","signed_message":"canonical_sha256_bytes"},"source_id":"1708.00214","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fa9fb329b58dcd6cc105cafedb0b44685e455d115e24d1c4e55af6b8f7db52cc","sha256:f70b2164f220d93cac7aec9834a0f0ac82260a5f63fd153c06cfeab7446906aa"],"state_sha256":"f7b56848cae8a5be21bfb83ebac2ddf9fd26da48b699cbd6e0e846cfc168ada1"}