{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:MGV3ZCPYKCAFJLZP5Q4PZWVLVG","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":"ed063f0b4523d88652f42b83be6083ccb41882e33b230c46177f861b8ecb143d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2026-06-04T15:39:05Z","title_canon_sha256":"11be4fddb6c03620397d041546021e38fc49a722406be46c1ef6257da200d1d3"},"schema_version":"1.0","source":{"id":"2606.06301","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.06301","created_at":"2026-06-05T01:15:41Z"},{"alias_kind":"arxiv_version","alias_value":"2606.06301v1","created_at":"2026-06-05T01:15:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.06301","created_at":"2026-06-05T01:15:41Z"},{"alias_kind":"pith_short_12","alias_value":"MGV3ZCPYKCAF","created_at":"2026-06-05T01:15:41Z"},{"alias_kind":"pith_short_16","alias_value":"MGV3ZCPYKCAFJLZP","created_at":"2026-06-05T01:15:41Z"},{"alias_kind":"pith_short_8","alias_value":"MGV3ZCPY","created_at":"2026-06-05T01:15:41Z"}],"graph_snapshots":[{"event_id":"sha256:64dad97629a4a80092e22c0efe008932e98145c339a931ad3c0d3ac7bbdf711f","target":"graph","created_at":"2026-06-05T01:15:41Z","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/2606.06301/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Agentic AI is increasingly being integrated into software engineering workflows. In crowdsourced testing, however, the large volume and uneven quality of submitted reports still create a substantial review burden for developers. In prior work, we developed and validated a multi-agent assessment backbone based on the LLM-as-a-Judge paradigm. That backbone assesses reports along three dimensions--textuality, adequacy, and competitiveness--and was shown to align well with human consensus while substantially reducing assessment effort. Yet reliable automated judging does not by itself show whether","authors_text":"Qing Gu, Shengcheng Yu, Yuan Zhao, Yue Wang, Zhenyu Chen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2026-06-04T15:39:05Z","title":"More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.06301","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:ed758264e28279a9db77bec3d14326d837a46a56c09d9986cc77050b9767c536","target":"record","created_at":"2026-06-05T01:15:41Z","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":"ed063f0b4523d88652f42b83be6083ccb41882e33b230c46177f861b8ecb143d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2026-06-04T15:39:05Z","title_canon_sha256":"11be4fddb6c03620397d041546021e38fc49a722406be46c1ef6257da200d1d3"},"schema_version":"1.0","source":{"id":"2606.06301","kind":"arxiv","version":1}},"canonical_sha256":"61abbc89f8508054af2fec38fcdaaba9abbf2f4917ae10edbe8b68b1cb373790","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"61abbc89f8508054af2fec38fcdaaba9abbf2f4917ae10edbe8b68b1cb373790","first_computed_at":"2026-06-05T01:15:41.210976Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-05T01:15:41.210976Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/Ww8O1JR4G68Qf8i2ouvcgcUxi8Q3l7cYdgbn16acpf8aJmRaN89xJIgEd6x4lOTkoLoblhK7PkBd0k0U6xKAQ==","signature_status":"signed_v1","signed_at":"2026-06-05T01:15:41.211387Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.06301","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ed758264e28279a9db77bec3d14326d837a46a56c09d9986cc77050b9767c536","sha256:64dad97629a4a80092e22c0efe008932e98145c339a931ad3c0d3ac7bbdf711f"],"state_sha256":"cecc3cab571856ee2015bb0e3cf9e27e5358cc192c3464a58bd586776e13b873"}