{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:Y43AVOAXKX7WB5PDLYHQEZSEEM","short_pith_number":"pith:Y43AVOAX","canonical_record":{"source":{"id":"2403.07039","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AR","submitted_at":"2024-03-11T09:57:16Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"2a40270e78316cd290f545dfe8be4a5087309eb2882cf2d052cdc523e55765f8","abstract_canon_sha256":"07053853be3db953d07459af21e16376a6381e80c5d035d3d2f57772f4eeb68e"},"schema_version":"1.0"},"canonical_sha256":"c7360ab81755ff60f5e35e0f02664423219bd00e24bbb16c83c5238823574a21","source":{"kind":"arxiv","id":"2403.07039","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.07039","created_at":"2026-07-05T07:59:05Z"},{"alias_kind":"arxiv_version","alias_value":"2403.07039v1","created_at":"2026-07-05T07:59:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.07039","created_at":"2026-07-05T07:59:05Z"},{"alias_kind":"pith_short_12","alias_value":"Y43AVOAXKX7W","created_at":"2026-07-05T07:59:05Z"},{"alias_kind":"pith_short_16","alias_value":"Y43AVOAXKX7WB5PD","created_at":"2026-07-05T07:59:05Z"},{"alias_kind":"pith_short_8","alias_value":"Y43AVOAX","created_at":"2026-07-05T07:59:05Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:Y43AVOAXKX7WB5PDLYHQEZSEEM","target":"record","payload":{"canonical_record":{"source":{"id":"2403.07039","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AR","submitted_at":"2024-03-11T09:57:16Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"2a40270e78316cd290f545dfe8be4a5087309eb2882cf2d052cdc523e55765f8","abstract_canon_sha256":"07053853be3db953d07459af21e16376a6381e80c5d035d3d2f57772f4eeb68e"},"schema_version":"1.0"},"canonical_sha256":"c7360ab81755ff60f5e35e0f02664423219bd00e24bbb16c83c5238823574a21","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:59:05.610493Z","signature_b64":"iW3IBa7odrjiymRjTTfztMTj9EzCSIBPTsO7dTCKZbVhRYXvhDyLDRWTKrZsBO3I69p6tUpum04FnbUXqo4UDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c7360ab81755ff60f5e35e0f02664423219bd00e24bbb16c83c5238823574a21","last_reissued_at":"2026-07-05T07:59:05.610051Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:59:05.610051Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2403.07039","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:59:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"W7ME7Fzpjrc1rclZKb6m5J8bEdbq8FVxgutdOkVeUl1fedtp2czNMRyRsfYbwG1BW9h034v36Xg8HgM+510rAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T22:39:33.337207Z"},"content_sha256":"1d179322985fcfb944fce264e632591de556accb2d4e0ddd4effe7a8b58bc94d","schema_version":"1.0","event_id":"sha256:1d179322985fcfb944fce264e632591de556accb2d4e0ddd4effe7a8b58bc94d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:Y43AVOAXKX7WB5PDLYHQEZSEEM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"From English to ASIC: Hardware Implementation with Large Language Model","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CL"],"primary_cat":"cs.AR","authors_text":"Emil Goh, I-Chyn Wey, Maoyang Xiang, T. Hui Teo","submitted_at":"2024-03-11T09:57:16Z","abstract_excerpt":"In the realm of ASIC engineering, the landscape has been significantly reshaped by the rapid development of LLM, paralleled by an increase in the complexity of modern digital circuits. This complexity has escalated the requirements for HDL coding, necessitating a higher degree of precision and sophistication. However, challenges have been faced due to the less-than-optimal performance of modern language models in generating hardware description code, a situation further exacerbated by the scarcity of the corresponding high-quality code datasets. These challenges have highlighted the gap betwee"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.07039","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2403.07039/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:59:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"9fc3TjVSIXcRggYtcBi6RxiQj7ZndRD+0sQBERKP0HXKXceR8KxgLSHClI26LCGQKNUl/vLO11CSmT+2bNlwCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T22:39:33.338285Z"},"content_sha256":"f7e120a70aabbdbb0707ab53043acbf36cd9c9affef20543e20219b1f2976c3c","schema_version":"1.0","event_id":"sha256:f7e120a70aabbdbb0707ab53043acbf36cd9c9affef20543e20219b1f2976c3c"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/Y43AVOAXKX7WB5PDLYHQEZSEEM/bundle.json","state_url":"https://pith.science/pith/Y43AVOAXKX7WB5PDLYHQEZSEEM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/Y43AVOAXKX7WB5PDLYHQEZSEEM/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-23T22:39:33Z","links":{"resolver":"https://pith.science/pith/Y43AVOAXKX7WB5PDLYHQEZSEEM","bundle":"https://pith.science/pith/Y43AVOAXKX7WB5PDLYHQEZSEEM/bundle.json","state":"https://pith.science/pith/Y43AVOAXKX7WB5PDLYHQEZSEEM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/Y43AVOAXKX7WB5PDLYHQEZSEEM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:Y43AVOAXKX7WB5PDLYHQEZSEEM","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":"07053853be3db953d07459af21e16376a6381e80c5d035d3d2f57772f4eeb68e","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AR","submitted_at":"2024-03-11T09:57:16Z","title_canon_sha256":"2a40270e78316cd290f545dfe8be4a5087309eb2882cf2d052cdc523e55765f8"},"schema_version":"1.0","source":{"id":"2403.07039","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.07039","created_at":"2026-07-05T07:59:05Z"},{"alias_kind":"arxiv_version","alias_value":"2403.07039v1","created_at":"2026-07-05T07:59:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.07039","created_at":"2026-07-05T07:59:05Z"},{"alias_kind":"pith_short_12","alias_value":"Y43AVOAXKX7W","created_at":"2026-07-05T07:59:05Z"},{"alias_kind":"pith_short_16","alias_value":"Y43AVOAXKX7WB5PD","created_at":"2026-07-05T07:59:05Z"},{"alias_kind":"pith_short_8","alias_value":"Y43AVOAX","created_at":"2026-07-05T07:59:05Z"}],"graph_snapshots":[{"event_id":"sha256:f7e120a70aabbdbb0707ab53043acbf36cd9c9affef20543e20219b1f2976c3c","target":"graph","created_at":"2026-07-05T07:59:05Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2403.07039/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In the realm of ASIC engineering, the landscape has been significantly reshaped by the rapid development of LLM, paralleled by an increase in the complexity of modern digital circuits. This complexity has escalated the requirements for HDL coding, necessitating a higher degree of precision and sophistication. However, challenges have been faced due to the less-than-optimal performance of modern language models in generating hardware description code, a situation further exacerbated by the scarcity of the corresponding high-quality code datasets. These challenges have highlighted the gap betwee","authors_text":"Emil Goh, I-Chyn Wey, Maoyang Xiang, T. Hui Teo","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AR","submitted_at":"2024-03-11T09:57:16Z","title":"From English to ASIC: Hardware Implementation with Large Language Model"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.07039","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":"sha256:1d179322985fcfb944fce264e632591de556accb2d4e0ddd4effe7a8b58bc94d","target":"record","created_at":"2026-07-05T07:59:05Z","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":"07053853be3db953d07459af21e16376a6381e80c5d035d3d2f57772f4eeb68e","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AR","submitted_at":"2024-03-11T09:57:16Z","title_canon_sha256":"2a40270e78316cd290f545dfe8be4a5087309eb2882cf2d052cdc523e55765f8"},"schema_version":"1.0","source":{"id":"2403.07039","kind":"arxiv","version":1}},"canonical_sha256":"c7360ab81755ff60f5e35e0f02664423219bd00e24bbb16c83c5238823574a21","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c7360ab81755ff60f5e35e0f02664423219bd00e24bbb16c83c5238823574a21","first_computed_at":"2026-07-05T07:59:05.610051Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:59:05.610051Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"iW3IBa7odrjiymRjTTfztMTj9EzCSIBPTsO7dTCKZbVhRYXvhDyLDRWTKrZsBO3I69p6tUpum04FnbUXqo4UDw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:59:05.610493Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.07039","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1d179322985fcfb944fce264e632591de556accb2d4e0ddd4effe7a8b58bc94d","sha256:f7e120a70aabbdbb0707ab53043acbf36cd9c9affef20543e20219b1f2976c3c"],"state_sha256":"5a74b8a087c6d18df8dd139e76b958e09b830447ac5cef850f82239c6e6239d1"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"GddLsp6+CR/CTcw5A7Ds87pOdmxNXr6SdUl8gYntNam7+tsvkFY2gqLD3eaARgmyDbt0lqwHhXw1b+Ij4AubCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-23T22:39:33.343899Z","bundle_sha256":"1fb53368d300475668a201b9d409aff1c1892bac715375a3a67036fb9502556e"}}