{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:P7KN4HVISLFEE5LSMEC2UKSRFK","short_pith_number":"pith:P7KN4HVI","canonical_record":{"source":{"id":"2607.01581","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-02T01:26:09Z","cross_cats_sorted":[],"title_canon_sha256":"675e6ee071e6034393cb17ff5f2baf86ba849c308a953bc3df3488d76324c4bb","abstract_canon_sha256":"173484a02d368bebf5866c22cdf69b71e03b9db180158ea96fa3f504f44f2a40"},"schema_version":"1.0"},"canonical_sha256":"7fd4de1ea892ca4275726105aa2a512abe4c12fc9c89266d087f8c4cde818577","source":{"kind":"arxiv","id":"2607.01581","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.01581","created_at":"2026-07-03T01:17:02Z"},{"alias_kind":"arxiv_version","alias_value":"2607.01581v1","created_at":"2026-07-03T01:17:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.01581","created_at":"2026-07-03T01:17:02Z"},{"alias_kind":"pith_short_12","alias_value":"P7KN4HVISLFE","created_at":"2026-07-03T01:17:02Z"},{"alias_kind":"pith_short_16","alias_value":"P7KN4HVISLFEE5LS","created_at":"2026-07-03T01:17:02Z"},{"alias_kind":"pith_short_8","alias_value":"P7KN4HVI","created_at":"2026-07-03T01:17:02Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:P7KN4HVISLFEE5LSMEC2UKSRFK","target":"record","payload":{"canonical_record":{"source":{"id":"2607.01581","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-02T01:26:09Z","cross_cats_sorted":[],"title_canon_sha256":"675e6ee071e6034393cb17ff5f2baf86ba849c308a953bc3df3488d76324c4bb","abstract_canon_sha256":"173484a02d368bebf5866c22cdf69b71e03b9db180158ea96fa3f504f44f2a40"},"schema_version":"1.0"},"canonical_sha256":"7fd4de1ea892ca4275726105aa2a512abe4c12fc9c89266d087f8c4cde818577","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-03T01:17:02.488382Z","signature_b64":"RbTI5v0mla+qRweXRdSB6TEbHVVoZRXnaFPb9RwZItaiyDOqNzZnbuI3/QkmfW/f25LuGVKogV+YC6KQPaIACw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7fd4de1ea892ca4275726105aa2a512abe4c12fc9c89266d087f8c4cde818577","last_reissued_at":"2026-07-03T01:17:02.487921Z","signature_status":"signed_v1","first_computed_at":"2026-07-03T01:17:02.487921Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.01581","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":"2026-07-03T01:17:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"q6YU1W7E1lJTrbyFroZYEv+Tk2cJ4p7tqqzSLh3FRoXumqhe5B++Vqu9XenlvLASAFain6LMmGSLN36qg4VYAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-04T06:33:37.637624Z"},"content_sha256":"84542cbd3b0f63363654b1bee153c2093fbca7d8093c91b57bf1da95200a1b28","schema_version":"1.0","event_id":"sha256:84542cbd3b0f63363654b1bee153c2093fbca7d8093c91b57bf1da95200a1b28"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:P7KN4HVISLFEE5LSMEC2UKSRFK","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Beyond Skepticism: Evaluating LLMs Pedagogical Intent Reasoning with the Adaptive Pedagogical Vigilance Framework","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Bowen Huang, Jiayi Tang, Minghao Chen, Ruihan Zhou, Yuxin Liu, Zihan Xu","submitted_at":"2026-07-02T01:26:09Z","abstract_excerpt":"The capacity of Large Language Models (LLMs) to reason about pedagogical intent within instructional communication remains underexplored, particularly in educational domains such as translation pedagogy. To address this, we propose the \\textbf{Adaptive Pedagogical Vigilance (APV)} framework, a novel computational formalism that reframes communicative vigilance as an adaptive mechanism for optimizing learning through intent inference. APV formalizes the problem via a Bayesian Pedagogical Intent Inference Engine (PIIE), which models how instructors select content to maximize pedagogical utility "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.01581","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/2607.01581/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":"2026-07-03T01:17:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OzCbjxMPjoGywJmDFcowmENR/PuVA06e9DCKqkJQFHaO5SWySSjfgFZHbOeZDv1yehEo7aMyoa4RZ03dF0rrAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-04T06:33:37.637998Z"},"content_sha256":"af0de7d32acd6b6963905d4ead1abd23a4e09469bffba1dc8bdbb0602e9233c6","schema_version":"1.0","event_id":"sha256:af0de7d32acd6b6963905d4ead1abd23a4e09469bffba1dc8bdbb0602e9233c6"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/P7KN4HVISLFEE5LSMEC2UKSRFK/bundle.json","state_url":"https://pith.science/pith/P7KN4HVISLFEE5LSMEC2UKSRFK/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/P7KN4HVISLFEE5LSMEC2UKSRFK/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":"2026-07-04T06:33:37Z","links":{"resolver":"https://pith.science/pith/P7KN4HVISLFEE5LSMEC2UKSRFK","bundle":"https://pith.science/pith/P7KN4HVISLFEE5LSMEC2UKSRFK/bundle.json","state":"https://pith.science/pith/P7KN4HVISLFEE5LSMEC2UKSRFK/state.json","well_known_bundle":"https://pith.science/.well-known/pith/P7KN4HVISLFEE5LSMEC2UKSRFK/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:P7KN4HVISLFEE5LSMEC2UKSRFK","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":"173484a02d368bebf5866c22cdf69b71e03b9db180158ea96fa3f504f44f2a40","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-02T01:26:09Z","title_canon_sha256":"675e6ee071e6034393cb17ff5f2baf86ba849c308a953bc3df3488d76324c4bb"},"schema_version":"1.0","source":{"id":"2607.01581","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.01581","created_at":"2026-07-03T01:17:02Z"},{"alias_kind":"arxiv_version","alias_value":"2607.01581v1","created_at":"2026-07-03T01:17:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.01581","created_at":"2026-07-03T01:17:02Z"},{"alias_kind":"pith_short_12","alias_value":"P7KN4HVISLFE","created_at":"2026-07-03T01:17:02Z"},{"alias_kind":"pith_short_16","alias_value":"P7KN4HVISLFEE5LS","created_at":"2026-07-03T01:17:02Z"},{"alias_kind":"pith_short_8","alias_value":"P7KN4HVI","created_at":"2026-07-03T01:17:02Z"}],"graph_snapshots":[{"event_id":"sha256:af0de7d32acd6b6963905d4ead1abd23a4e09469bffba1dc8bdbb0602e9233c6","target":"graph","created_at":"2026-07-03T01:17:02Z","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/2607.01581/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The capacity of Large Language Models (LLMs) to reason about pedagogical intent within instructional communication remains underexplored, particularly in educational domains such as translation pedagogy. To address this, we propose the \\textbf{Adaptive Pedagogical Vigilance (APV)} framework, a novel computational formalism that reframes communicative vigilance as an adaptive mechanism for optimizing learning through intent inference. APV formalizes the problem via a Bayesian Pedagogical Intent Inference Engine (PIIE), which models how instructors select content to maximize pedagogical utility ","authors_text":"Bowen Huang, Jiayi Tang, Minghao Chen, Ruihan Zhou, Yuxin Liu, Zihan Xu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-02T01:26:09Z","title":"Beyond Skepticism: Evaluating LLMs Pedagogical Intent Reasoning with the Adaptive Pedagogical Vigilance Framework"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.01581","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":"sha256:84542cbd3b0f63363654b1bee153c2093fbca7d8093c91b57bf1da95200a1b28","target":"record","created_at":"2026-07-03T01:17:02Z","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":"173484a02d368bebf5866c22cdf69b71e03b9db180158ea96fa3f504f44f2a40","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-02T01:26:09Z","title_canon_sha256":"675e6ee071e6034393cb17ff5f2baf86ba849c308a953bc3df3488d76324c4bb"},"schema_version":"1.0","source":{"id":"2607.01581","kind":"arxiv","version":1}},"canonical_sha256":"7fd4de1ea892ca4275726105aa2a512abe4c12fc9c89266d087f8c4cde818577","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7fd4de1ea892ca4275726105aa2a512abe4c12fc9c89266d087f8c4cde818577","first_computed_at":"2026-07-03T01:17:02.487921Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-03T01:17:02.487921Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"RbTI5v0mla+qRweXRdSB6TEbHVVoZRXnaFPb9RwZItaiyDOqNzZnbuI3/QkmfW/f25LuGVKogV+YC6KQPaIACw==","signature_status":"signed_v1","signed_at":"2026-07-03T01:17:02.488382Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.01581","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:84542cbd3b0f63363654b1bee153c2093fbca7d8093c91b57bf1da95200a1b28","sha256:af0de7d32acd6b6963905d4ead1abd23a4e09469bffba1dc8bdbb0602e9233c6"],"state_sha256":"b8274ba48844759dcb3536fd24097addcf2234c2186308b46362137efe9af3f1"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"pVOJG1acmg5D9ChW9bpg/UZlGJ0ZsxIbH6oXbtgLvZdDFEI7bPyM+5Oq/9mN39KzRXTZp8ixlFuJ0TgbQX6xCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-04T06:33:37.639941Z","bundle_sha256":"4855557e09844db2bfc358f4e0586654728a6aca3a18befe692e3d6ba2c7725a"}}