{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:V7SAAOFWOHHOEWREWBGSZJPTLN","short_pith_number":"pith:V7SAAOFW","canonical_record":{"source":{"id":"2508.12922","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-08-18T13:40:37Z","cross_cats_sorted":[],"title_canon_sha256":"0e9c148b96c674d597f62ea29ce9b7ff47c0a6c74f24c1b61bb2002ac338a094","abstract_canon_sha256":"728aba03409dbc3073f6572a25841207b4008a5ffec6dda0ae581c496992a6e2"},"schema_version":"1.0"},"canonical_sha256":"afe40038b671cee25a24b04d2ca5f35b634396ce2fe95684b26dfb430c1917ec","source":{"kind":"arxiv","id":"2508.12922","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.12922","created_at":"2026-07-05T11:55:29Z"},{"alias_kind":"arxiv_version","alias_value":"2508.12922v1","created_at":"2026-07-05T11:55:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.12922","created_at":"2026-07-05T11:55:29Z"},{"alias_kind":"pith_short_12","alias_value":"V7SAAOFWOHHO","created_at":"2026-07-05T11:55:29Z"},{"alias_kind":"pith_short_16","alias_value":"V7SAAOFWOHHOEWRE","created_at":"2026-07-05T11:55:29Z"},{"alias_kind":"pith_short_8","alias_value":"V7SAAOFW","created_at":"2026-07-05T11:55:29Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:V7SAAOFWOHHOEWREWBGSZJPTLN","target":"record","payload":{"canonical_record":{"source":{"id":"2508.12922","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-08-18T13:40:37Z","cross_cats_sorted":[],"title_canon_sha256":"0e9c148b96c674d597f62ea29ce9b7ff47c0a6c74f24c1b61bb2002ac338a094","abstract_canon_sha256":"728aba03409dbc3073f6572a25841207b4008a5ffec6dda0ae581c496992a6e2"},"schema_version":"1.0"},"canonical_sha256":"afe40038b671cee25a24b04d2ca5f35b634396ce2fe95684b26dfb430c1917ec","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:55:29.288892Z","signature_b64":"QTXtO9n+S+hZUyVsXGa1IRxZRgEnUV9VgP4h9YuCVBwnTh3FmwsAxGnRrWZcnFoJnajsVoQ2IS/iEciAN6ytBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"afe40038b671cee25a24b04d2ca5f35b634396ce2fe95684b26dfb430c1917ec","last_reissued_at":"2026-07-05T11:55:29.288454Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:55:29.288454Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2508.12922","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":"2026-07-05T11:55:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"EhR22PMMOVFKtge/qYe1pwsAdBK758+v9k6GyWGYchPClSzu7G38HDiTuZ919Go2xDD9jbsCLL8CQYVKm5RfDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-22T11:20:31.686439Z"},"content_sha256":"5f519a9ddca76ae09f3a1946c36f96660f3c2edafd1149f92981ef0a8b7a13a8","schema_version":"1.0","event_id":"sha256:5f519a9ddca76ae09f3a1946c36f96660f3c2edafd1149f92981ef0a8b7a13a8"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:V7SAAOFWOHHOEWREWBGSZJPTLN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"Chunrong Fang, Song Huang, Yuan Zhao, Yue Wang, Zhenyu Chen, Ziyuan Wang","submitted_at":"2025-08-18T13:40:37Z","abstract_excerpt":"Over the past eight years, the META method has served as a multidimensional testing skill assessment system in the National College Student Contest on Software Testing, successfully assessing over 100,000 students' testing skills. However, META is primarily limited to the objective assessment of test scripts, lacking the ability to automatically assess subjective aspects such as test case and test report. To address this limitation, this paper proposes RUM, a comprehensive assessment approach that combines rules and large language models (LLMs). RUM achieves a comprehensive assessment by rapid"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.12922","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/2508.12922/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":"2026-07-05T11:55:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"bHTCTEuEhO3JV01qWTNh1CGx3hat0LRCldmcZ43UdXG5vsqgh7OdSpJw1dG8Pe1Cr/b6VKC+lvBLlcf0SwFrAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-22T11:20:31.686951Z"},"content_sha256":"764f82f609b8a6b106c18f0266f4442ed548a4d64efbde0c15678e288eccc4a3","schema_version":"1.0","event_id":"sha256:764f82f609b8a6b106c18f0266f4442ed548a4d64efbde0c15678e288eccc4a3"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/V7SAAOFWOHHOEWREWBGSZJPTLN/bundle.json","state_url":"https://pith.science/pith/V7SAAOFWOHHOEWREWBGSZJPTLN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/V7SAAOFWOHHOEWREWBGSZJPTLN/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":"2026-08-22T11:20:31Z","links":{"resolver":"https://pith.science/pith/V7SAAOFWOHHOEWREWBGSZJPTLN","bundle":"https://pith.science/pith/V7SAAOFWOHHOEWREWBGSZJPTLN/bundle.json","state":"https://pith.science/pith/V7SAAOFWOHHOEWREWBGSZJPTLN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/V7SAAOFWOHHOEWREWBGSZJPTLN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:V7SAAOFWOHHOEWREWBGSZJPTLN","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":"728aba03409dbc3073f6572a25841207b4008a5ffec6dda0ae581c496992a6e2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-08-18T13:40:37Z","title_canon_sha256":"0e9c148b96c674d597f62ea29ce9b7ff47c0a6c74f24c1b61bb2002ac338a094"},"schema_version":"1.0","source":{"id":"2508.12922","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.12922","created_at":"2026-07-05T11:55:29Z"},{"alias_kind":"arxiv_version","alias_value":"2508.12922v1","created_at":"2026-07-05T11:55:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.12922","created_at":"2026-07-05T11:55:29Z"},{"alias_kind":"pith_short_12","alias_value":"V7SAAOFWOHHO","created_at":"2026-07-05T11:55:29Z"},{"alias_kind":"pith_short_16","alias_value":"V7SAAOFWOHHOEWRE","created_at":"2026-07-05T11:55:29Z"},{"alias_kind":"pith_short_8","alias_value":"V7SAAOFW","created_at":"2026-07-05T11:55:29Z"}],"graph_snapshots":[{"event_id":"sha256:764f82f609b8a6b106c18f0266f4442ed548a4d64efbde0c15678e288eccc4a3","target":"graph","created_at":"2026-07-05T11:55:29Z","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/2508.12922/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Over the past eight years, the META method has served as a multidimensional testing skill assessment system in the National College Student Contest on Software Testing, successfully assessing over 100,000 students' testing skills. However, META is primarily limited to the objective assessment of test scripts, lacking the ability to automatically assess subjective aspects such as test case and test report. To address this limitation, this paper proposes RUM, a comprehensive assessment approach that combines rules and large language models (LLMs). RUM achieves a comprehensive assessment by rapid","authors_text":"Chunrong Fang, Song Huang, Yuan Zhao, Yue Wang, Zhenyu Chen, Ziyuan Wang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-08-18T13:40:37Z","title":"RUM: Rule+LLM-Based Comprehensive Assessment on Testing Skills"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.12922","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":"sha256:5f519a9ddca76ae09f3a1946c36f96660f3c2edafd1149f92981ef0a8b7a13a8","target":"record","created_at":"2026-07-05T11:55:29Z","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":"728aba03409dbc3073f6572a25841207b4008a5ffec6dda0ae581c496992a6e2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-08-18T13:40:37Z","title_canon_sha256":"0e9c148b96c674d597f62ea29ce9b7ff47c0a6c74f24c1b61bb2002ac338a094"},"schema_version":"1.0","source":{"id":"2508.12922","kind":"arxiv","version":1}},"canonical_sha256":"afe40038b671cee25a24b04d2ca5f35b634396ce2fe95684b26dfb430c1917ec","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"afe40038b671cee25a24b04d2ca5f35b634396ce2fe95684b26dfb430c1917ec","first_computed_at":"2026-07-05T11:55:29.288454Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:55:29.288454Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QTXtO9n+S+hZUyVsXGa1IRxZRgEnUV9VgP4h9YuCVBwnTh3FmwsAxGnRrWZcnFoJnajsVoQ2IS/iEciAN6ytBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:55:29.288892Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.12922","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5f519a9ddca76ae09f3a1946c36f96660f3c2edafd1149f92981ef0a8b7a13a8","sha256:764f82f609b8a6b106c18f0266f4442ed548a4d64efbde0c15678e288eccc4a3"],"state_sha256":"2a8cdd77a61fadd63d4b79ad28e6ef581a8ae1af30d60c7ce3560d2d40c05bb1"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"frQ0M5wCwbXEBA1JQrkJnDeMTQEoOfNbGKFv3Qhxi+M8KEok+c96s800vP3ZSG3iz6snWDmtkU1Zauc2r5DuCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-22T11:20:31.691584Z","bundle_sha256":"371d359b57f70f8d0b2bb069be9b590d13c6a46aca5bcfde277a1c9022217609"}}