{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:YOSZAZAC5JR4OASZTIXVTE6XPJ","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":"026523d56043ef0729699280cfc39767af5a02b7b613f1a2f84af51b786584c4","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-02-07T09:25:58Z","title_canon_sha256":"adb980ad5ae92edf94bed3a85204fab34ba9730fe87d227ece88b64bfd193bcf"},"schema_version":"1.0","source":{"id":"2302.03338","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.03338","created_at":"2026-07-05T05:39:36Z"},{"alias_kind":"arxiv_version","alias_value":"2302.03338v1","created_at":"2026-07-05T05:39:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.03338","created_at":"2026-07-05T05:39:36Z"},{"alias_kind":"pith_short_12","alias_value":"YOSZAZAC5JR4","created_at":"2026-07-05T05:39:36Z"},{"alias_kind":"pith_short_16","alias_value":"YOSZAZAC5JR4OASZ","created_at":"2026-07-05T05:39:36Z"},{"alias_kind":"pith_short_8","alias_value":"YOSZAZAC","created_at":"2026-07-05T05:39:36Z"}],"graph_snapshots":[{"event_id":"sha256:13c4143610b3e7afba14415871db3855f3a8ca49bcded50d26558be2f2bf20d5","target":"graph","created_at":"2026-07-05T05:39:36Z","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/2302.03338/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Some actions must be executed in different ways depending on the context. For example, wiping away marker requires vigorous force while wiping away almonds requires more gentle force. In this paper we provide a model where an agent learns which manner of action execution to use in which context, drawing on evidence from trial and error and verbal corrections when it makes a mistake (e.g., ``no, gently''). The learner starts out with a domain model that lacks the concepts denoted by the words in the teacher's feedback; both the words describing the context (e.g., marker) and the adverbs like ``","authors_text":"Alex Lascarides, Mattias Appelgren","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-02-07T09:25:58Z","title":"Learning Manner of Execution from Partial Corrections"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.03338","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":"sha256:0905ce5dc43ff006cb6df74724043390bc33dc64e353839276e694f8d3e76d1f","target":"record","created_at":"2026-07-05T05:39:36Z","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":"026523d56043ef0729699280cfc39767af5a02b7b613f1a2f84af51b786584c4","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-02-07T09:25:58Z","title_canon_sha256":"adb980ad5ae92edf94bed3a85204fab34ba9730fe87d227ece88b64bfd193bcf"},"schema_version":"1.0","source":{"id":"2302.03338","kind":"arxiv","version":1}},"canonical_sha256":"c3a5906402ea63c702599a2f5993d77a55057499af2fa6db9a07719f0d7b7bbf","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c3a5906402ea63c702599a2f5993d77a55057499af2fa6db9a07719f0d7b7bbf","first_computed_at":"2026-07-05T05:39:36.142631Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:39:36.142631Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"reVOBje/e8jTaNfB1AtpGCElHFJacEqXe9jdRvz2ZfnuyrAhrC4rQ9Ekuz/CyvKLGhbpDxKa/Y5/UZRq8VsEAw==","signature_status":"signed_v1","signed_at":"2026-07-05T05:39:36.143021Z","signed_message":"canonical_sha256_bytes"},"source_id":"2302.03338","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0905ce5dc43ff006cb6df74724043390bc33dc64e353839276e694f8d3e76d1f","sha256:13c4143610b3e7afba14415871db3855f3a8ca49bcded50d26558be2f2bf20d5"],"state_sha256":"5f2b5b0efc123b4f95b69379d4260f51b7217c6b49cf6be8e79856fdb498c63d"}