{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:7U3TLXP7QXLDQXD3NMLTP7U5SV","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":"0b8ea2b6bcc4556ea80cf1812f33760085580caaf136b4cc770ecfe64ca1b595","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-01-21T11:08:18Z","title_canon_sha256":"45c428f155b3a0bc66407d3c85a4d0b3303622dde43db50013d81e346c917fe4"},"schema_version":"1.0","source":{"id":"2501.12423","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.12423","created_at":"2026-07-05T10:03:52Z"},{"alias_kind":"arxiv_version","alias_value":"2501.12423v1","created_at":"2026-07-05T10:03:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.12423","created_at":"2026-07-05T10:03:52Z"},{"alias_kind":"pith_short_12","alias_value":"7U3TLXP7QXLD","created_at":"2026-07-05T10:03:52Z"},{"alias_kind":"pith_short_16","alias_value":"7U3TLXP7QXLDQXD3","created_at":"2026-07-05T10:03:52Z"},{"alias_kind":"pith_short_8","alias_value":"7U3TLXP7","created_at":"2026-07-05T10:03:52Z"}],"graph_snapshots":[{"event_id":"sha256:e2a5568364c45dcaae6d8dfb11017d0c8c1ba48ed613352f709b8b2760991d8b","target":"graph","created_at":"2026-07-05T10:03:52Z","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/2501.12423/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models excel as conversational agents, but their capabilities can be further extended through tool usage, i.e.: executable code, to enhance response accuracy or address specialized domains. Current approaches to enable tool usage often rely on model-specific prompting or fine-tuning a model for function-calling instructions. Both approaches have notable limitations, including reduced adaptability to unseen tools and high resource requirements. This paper introduces FREYR, a streamlined framework that modularizes the tool usage process into separate steps. Through this decomposit","authors_text":"Antonios Liapis, Georgios N. Yannakakis, Roberto Gallotta","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-01-21T11:08:18Z","title":"FREYR: A Framework for Recognizing and Executing Your Requests"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.12423","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:e05a52cda1a811c5a17171c82ad39cc96b9fafe2bbebf8faa837e4aa27836a4c","target":"record","created_at":"2026-07-05T10:03:52Z","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":"0b8ea2b6bcc4556ea80cf1812f33760085580caaf136b4cc770ecfe64ca1b595","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-01-21T11:08:18Z","title_canon_sha256":"45c428f155b3a0bc66407d3c85a4d0b3303622dde43db50013d81e346c917fe4"},"schema_version":"1.0","source":{"id":"2501.12423","kind":"arxiv","version":1}},"canonical_sha256":"fd3735ddff85d6385c7b6b1737fe9d9549d6a99a07fcb94cb3ae74507cb1197d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fd3735ddff85d6385c7b6b1737fe9d9549d6a99a07fcb94cb3ae74507cb1197d","first_computed_at":"2026-07-05T10:03:52.835276Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:03:52.835276Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"xBpA+skH5fBTY3Eav/Ace3YRMJVQkTPNZLp111nldVJD6E45qJvp9wb77taq+BolioXXjBiEoc4oO757/eEdCA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:03:52.835794Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.12423","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e05a52cda1a811c5a17171c82ad39cc96b9fafe2bbebf8faa837e4aa27836a4c","sha256:e2a5568364c45dcaae6d8dfb11017d0c8c1ba48ed613352f709b8b2760991d8b"],"state_sha256":"6e6931cafd800e63d359611cf4e75bc4e5e352063d0b594e24819549e098f5ea"}