{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:TXV6KTPPX7YN3YAOUWTGX3LLDI","short_pith_number":"pith:TXV6KTPP","canonical_record":{"source":{"id":"2310.04963","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-10-08T01:43:39Z","cross_cats_sorted":[],"title_canon_sha256":"bb95302247b35f756690983a8fdd592d3f5d14da264625e1568a94e21801747f","abstract_canon_sha256":"e77cc60e2601081897eb44b89931cd057d4b56426d051fc904e808422e91b56b"},"schema_version":"1.0"},"canonical_sha256":"9debe54defbff0dde00ea5a66bed6b1a00f34b59eed74fbbd13efb6a28f79e1e","source":{"kind":"arxiv","id":"2310.04963","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.04963","created_at":"2026-07-05T07:54:04Z"},{"alias_kind":"arxiv_version","alias_value":"2310.04963v3","created_at":"2026-07-05T07:54:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.04963","created_at":"2026-07-05T07:54:04Z"},{"alias_kind":"pith_short_12","alias_value":"TXV6KTPPX7YN","created_at":"2026-07-05T07:54:04Z"},{"alias_kind":"pith_short_16","alias_value":"TXV6KTPPX7YN3YAO","created_at":"2026-07-05T07:54:04Z"},{"alias_kind":"pith_short_8","alias_value":"TXV6KTPP","created_at":"2026-07-05T07:54:04Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:TXV6KTPPX7YN3YAOUWTGX3LLDI","target":"record","payload":{"canonical_record":{"source":{"id":"2310.04963","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-10-08T01:43:39Z","cross_cats_sorted":[],"title_canon_sha256":"bb95302247b35f756690983a8fdd592d3f5d14da264625e1568a94e21801747f","abstract_canon_sha256":"e77cc60e2601081897eb44b89931cd057d4b56426d051fc904e808422e91b56b"},"schema_version":"1.0"},"canonical_sha256":"9debe54defbff0dde00ea5a66bed6b1a00f34b59eed74fbbd13efb6a28f79e1e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:54:04.636406Z","signature_b64":"OvUUP2lwq+cEUvYPzdIJBLP55lOgFmjwlxQoNzOb2ui0jocJx+RxszQqZPc5k84XRUMuLBPi6Wgwh3Izzwl/AA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9debe54defbff0dde00ea5a66bed6b1a00f34b59eed74fbbd13efb6a28f79e1e","last_reissued_at":"2026-07-05T07:54:04.635896Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:54:04.635896Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2310.04963","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:54:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wN6gm0FTxinzvLx53XxGfiPySsNWBFG107eYfJlGeO2F3yWjKypwPhU8qdARBcRaYiYRf2MQpEEFjArgB9BBBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T06:38:37.777349Z"},"content_sha256":"1c8bcfe54be606e2bb01a52189adecb99aaf1a7c5f5319b3d52d97ac155a3796","schema_version":"1.0","event_id":"sha256:1c8bcfe54be606e2bb01a52189adecb99aaf1a7c5f5319b3d52d97ac155a3796"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:TXV6KTPPX7YN3YAOUWTGX3LLDI","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LLM4VV: Developing LLM-Driven Testsuite for Compiler Validation","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Aaron Jarmusch, Christian Munley, Sunita Chandrasekaran","submitted_at":"2023-10-08T01:43:39Z","abstract_excerpt":"Large language models (LLMs) are a new and powerful tool for a wide span of applications involving natural language and demonstrate impressive code generation abilities. The goal of this work is to automatically generate tests and use these tests to validate and verify compiler implementations of a directive-based parallel programming paradigm, OpenACC. To do so, in this paper, we explore the capabilities of state-of-the-art LLMs, including open-source LLMs -- Meta Codellama, Phind fine-tuned version of Codellama, Deepseek Deepseek Coder and closed-source LLMs -- OpenAI GPT-3.5-Turbo and GPT-4"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.04963","kind":"arxiv","version":3},"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/2310.04963/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":"2026-07-05T07:54:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OpmQZHx5hwAiM7Ce/ZDTxexRnnY9Q2eN2ViC9Bm5j8EOOdmpHmD+mVsLR/x0rZ+hW3DC7K2Kcgp/OOmImvoNBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T06:38:37.778009Z"},"content_sha256":"bef1235f3d6cb51c2bd72df4234ab732a066f32c8fd9851d650e0c59b54d9804","schema_version":"1.0","event_id":"sha256:bef1235f3d6cb51c2bd72df4234ab732a066f32c8fd9851d650e0c59b54d9804"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/TXV6KTPPX7YN3YAOUWTGX3LLDI/bundle.json","state_url":"https://pith.science/pith/TXV6KTPPX7YN3YAOUWTGX3LLDI/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/TXV6KTPPX7YN3YAOUWTGX3LLDI/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":"2026-07-09T06:38:37Z","links":{"resolver":"https://pith.science/pith/TXV6KTPPX7YN3YAOUWTGX3LLDI","bundle":"https://pith.science/pith/TXV6KTPPX7YN3YAOUWTGX3LLDI/bundle.json","state":"https://pith.science/pith/TXV6KTPPX7YN3YAOUWTGX3LLDI/state.json","well_known_bundle":"https://pith.science/.well-known/pith/TXV6KTPPX7YN3YAOUWTGX3LLDI/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:TXV6KTPPX7YN3YAOUWTGX3LLDI","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":"e77cc60e2601081897eb44b89931cd057d4b56426d051fc904e808422e91b56b","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-10-08T01:43:39Z","title_canon_sha256":"bb95302247b35f756690983a8fdd592d3f5d14da264625e1568a94e21801747f"},"schema_version":"1.0","source":{"id":"2310.04963","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.04963","created_at":"2026-07-05T07:54:04Z"},{"alias_kind":"arxiv_version","alias_value":"2310.04963v3","created_at":"2026-07-05T07:54:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.04963","created_at":"2026-07-05T07:54:04Z"},{"alias_kind":"pith_short_12","alias_value":"TXV6KTPPX7YN","created_at":"2026-07-05T07:54:04Z"},{"alias_kind":"pith_short_16","alias_value":"TXV6KTPPX7YN3YAO","created_at":"2026-07-05T07:54:04Z"},{"alias_kind":"pith_short_8","alias_value":"TXV6KTPP","created_at":"2026-07-05T07:54:04Z"}],"graph_snapshots":[{"event_id":"sha256:bef1235f3d6cb51c2bd72df4234ab732a066f32c8fd9851d650e0c59b54d9804","target":"graph","created_at":"2026-07-05T07:54:04Z","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/2310.04963/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models (LLMs) are a new and powerful tool for a wide span of applications involving natural language and demonstrate impressive code generation abilities. The goal of this work is to automatically generate tests and use these tests to validate and verify compiler implementations of a directive-based parallel programming paradigm, OpenACC. To do so, in this paper, we explore the capabilities of state-of-the-art LLMs, including open-source LLMs -- Meta Codellama, Phind fine-tuned version of Codellama, Deepseek Deepseek Coder and closed-source LLMs -- OpenAI GPT-3.5-Turbo and GPT-4","authors_text":"Aaron Jarmusch, Christian Munley, Sunita Chandrasekaran","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-10-08T01:43:39Z","title":"LLM4VV: Developing LLM-Driven Testsuite for Compiler Validation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.04963","kind":"arxiv","version":3},"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":"sha256:1c8bcfe54be606e2bb01a52189adecb99aaf1a7c5f5319b3d52d97ac155a3796","target":"record","created_at":"2026-07-05T07:54:04Z","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":"e77cc60e2601081897eb44b89931cd057d4b56426d051fc904e808422e91b56b","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-10-08T01:43:39Z","title_canon_sha256":"bb95302247b35f756690983a8fdd592d3f5d14da264625e1568a94e21801747f"},"schema_version":"1.0","source":{"id":"2310.04963","kind":"arxiv","version":3}},"canonical_sha256":"9debe54defbff0dde00ea5a66bed6b1a00f34b59eed74fbbd13efb6a28f79e1e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9debe54defbff0dde00ea5a66bed6b1a00f34b59eed74fbbd13efb6a28f79e1e","first_computed_at":"2026-07-05T07:54:04.635896Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:54:04.635896Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"OvUUP2lwq+cEUvYPzdIJBLP55lOgFmjwlxQoNzOb2ui0jocJx+RxszQqZPc5k84XRUMuLBPi6Wgwh3Izzwl/AA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:54:04.636406Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.04963","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1c8bcfe54be606e2bb01a52189adecb99aaf1a7c5f5319b3d52d97ac155a3796","sha256:bef1235f3d6cb51c2bd72df4234ab732a066f32c8fd9851d650e0c59b54d9804"],"state_sha256":"c9b652064090471b3a58073d97c09bcdd9815579d1b6c94017edd473f700b89d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Q9tpRyf7u7aWKn59hLd/oEtJFnx3FkPgdMRWv3LvzKK9iFtYk9on/xu/xJe2/G/gxpvm0Ng058EFfS72VrnnCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-09T06:38:37.782015Z","bundle_sha256":"90fac77fd783813853c8ed10556d39a23386d41161f69b85b4d7345c9297a243"}}