{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:VAO3CQRMQRKU7Z7Z7JDHX5C4IQ","short_pith_number":"pith:VAO3CQRM","canonical_record":{"source":{"id":"2312.13715","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.RO","submitted_at":"2023-12-21T10:28:18Z","cross_cats_sorted":[],"title_canon_sha256":"aa5ff738939a67a929e78485c7a9c5955c753ff477d88ae69ec44a82b843666b","abstract_canon_sha256":"6ae34b7d073b368159f578d9fef2a248b61efa941c129696273ca80bec133853"},"schema_version":"1.0"},"canonical_sha256":"a81db1422c84554fe7f9fa467bf45c443cc54c3a983cb57211402237889d0f50","source":{"kind":"arxiv","id":"2312.13715","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.13715","created_at":"2026-07-05T07:26:48Z"},{"alias_kind":"arxiv_version","alias_value":"2312.13715v1","created_at":"2026-07-05T07:26:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.13715","created_at":"2026-07-05T07:26:48Z"},{"alias_kind":"pith_short_12","alias_value":"VAO3CQRMQRKU","created_at":"2026-07-05T07:26:48Z"},{"alias_kind":"pith_short_16","alias_value":"VAO3CQRMQRKU7Z7Z","created_at":"2026-07-05T07:26:48Z"},{"alias_kind":"pith_short_8","alias_value":"VAO3CQRM","created_at":"2026-07-05T07:26:48Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:VAO3CQRMQRKU7Z7Z7JDHX5C4IQ","target":"record","payload":{"canonical_record":{"source":{"id":"2312.13715","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.RO","submitted_at":"2023-12-21T10:28:18Z","cross_cats_sorted":[],"title_canon_sha256":"aa5ff738939a67a929e78485c7a9c5955c753ff477d88ae69ec44a82b843666b","abstract_canon_sha256":"6ae34b7d073b368159f578d9fef2a248b61efa941c129696273ca80bec133853"},"schema_version":"1.0"},"canonical_sha256":"a81db1422c84554fe7f9fa467bf45c443cc54c3a983cb57211402237889d0f50","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:26:48.732596Z","signature_b64":"f06CuOnRH9IE2H5DMDGgsgkxWqlbq/cjvYpkZGr0b4vzR83B3EExaEmevZipkO3ypR8NWsaMIqCXgFdme8/xBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a81db1422c84554fe7f9fa467bf45c443cc54c3a983cb57211402237889d0f50","last_reissued_at":"2026-07-05T07:26:48.732095Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:26:48.732095Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2312.13715","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":"2026-07-05T07:26:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"55AHlZZqUjKxuoMmdFOMepRckvMSiuA0AMaSxVnGpDAQYN8Aq3WzFOse9vlIODwpVbSKf67SO9581ryZ0fEqCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T07:10:51.114006Z"},"content_sha256":"9b2458d8b3579ff4cea7204a54946d399a6fb59effd883b6bc513a1e20a2ac78","schema_version":"1.0","event_id":"sha256:9b2458d8b3579ff4cea7204a54946d399a6fb59effd883b6bc513a1e20a2ac78"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:VAO3CQRMQRKU7Z7Z7JDHX5C4IQ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Meta-control of Dialogue Systems Using Large Language Models","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.RO","authors_text":"Daisuke Kawakubo, Eisaku Maeda, Jundai Suzuki, Kotaro Shukuri, Masaki Shuzo, Ryoma Ishigaki, Takuma Fujimoto, Tsubasa Naganuma","submitted_at":"2023-12-21T10:28:18Z","abstract_excerpt":"Utilizing Large Language Models (LLMs) facilitates the creation of flexible and natural dialogues, a task that has been challenging with traditional rule-based dialogue systems. However, LLMs also have the potential to produce unexpected responses, which may not align with the intentions of dialogue system designers. To address this issue, this paper introduces a meta-control method that employs LLMs to develop more stable and adaptable dialogue systems. The method includes dialogue flow control to ensure that utterances conform to predefined scenarios and turn-taking control to foster natural"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.13715","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/2312.13715/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":"2026-07-05T07:26:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"PxjR8KGVqwydWuqRrGJWcqvc0EJG+kfA+ZVNZnAFVu5ZfoziJeJJy5ddY1Cc0Ozcd6dD+eBnzgpeOg/U+fwVBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T07:10:51.114699Z"},"content_sha256":"b5dc5088cea36bcbd024d254cd9992772909702261e23c0bfc631367b7e121d9","schema_version":"1.0","event_id":"sha256:b5dc5088cea36bcbd024d254cd9992772909702261e23c0bfc631367b7e121d9"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VAO3CQRMQRKU7Z7Z7JDHX5C4IQ/bundle.json","state_url":"https://pith.science/pith/VAO3CQRMQRKU7Z7Z7JDHX5C4IQ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VAO3CQRMQRKU7Z7Z7JDHX5C4IQ/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":"2026-08-19T07:10:51Z","links":{"resolver":"https://pith.science/pith/VAO3CQRMQRKU7Z7Z7JDHX5C4IQ","bundle":"https://pith.science/pith/VAO3CQRMQRKU7Z7Z7JDHX5C4IQ/bundle.json","state":"https://pith.science/pith/VAO3CQRMQRKU7Z7Z7JDHX5C4IQ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VAO3CQRMQRKU7Z7Z7JDHX5C4IQ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:VAO3CQRMQRKU7Z7Z7JDHX5C4IQ","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":"6ae34b7d073b368159f578d9fef2a248b61efa941c129696273ca80bec133853","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.RO","submitted_at":"2023-12-21T10:28:18Z","title_canon_sha256":"aa5ff738939a67a929e78485c7a9c5955c753ff477d88ae69ec44a82b843666b"},"schema_version":"1.0","source":{"id":"2312.13715","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.13715","created_at":"2026-07-05T07:26:48Z"},{"alias_kind":"arxiv_version","alias_value":"2312.13715v1","created_at":"2026-07-05T07:26:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.13715","created_at":"2026-07-05T07:26:48Z"},{"alias_kind":"pith_short_12","alias_value":"VAO3CQRMQRKU","created_at":"2026-07-05T07:26:48Z"},{"alias_kind":"pith_short_16","alias_value":"VAO3CQRMQRKU7Z7Z","created_at":"2026-07-05T07:26:48Z"},{"alias_kind":"pith_short_8","alias_value":"VAO3CQRM","created_at":"2026-07-05T07:26:48Z"}],"graph_snapshots":[{"event_id":"sha256:b5dc5088cea36bcbd024d254cd9992772909702261e23c0bfc631367b7e121d9","target":"graph","created_at":"2026-07-05T07:26:48Z","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/2312.13715/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Utilizing Large Language Models (LLMs) facilitates the creation of flexible and natural dialogues, a task that has been challenging with traditional rule-based dialogue systems. However, LLMs also have the potential to produce unexpected responses, which may not align with the intentions of dialogue system designers. To address this issue, this paper introduces a meta-control method that employs LLMs to develop more stable and adaptable dialogue systems. The method includes dialogue flow control to ensure that utterances conform to predefined scenarios and turn-taking control to foster natural","authors_text":"Daisuke Kawakubo, Eisaku Maeda, Jundai Suzuki, Kotaro Shukuri, Masaki Shuzo, Ryoma Ishigaki, Takuma Fujimoto, Tsubasa Naganuma","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.RO","submitted_at":"2023-12-21T10:28:18Z","title":"Meta-control of Dialogue Systems Using Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.13715","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":"sha256:9b2458d8b3579ff4cea7204a54946d399a6fb59effd883b6bc513a1e20a2ac78","target":"record","created_at":"2026-07-05T07:26:48Z","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":"6ae34b7d073b368159f578d9fef2a248b61efa941c129696273ca80bec133853","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.RO","submitted_at":"2023-12-21T10:28:18Z","title_canon_sha256":"aa5ff738939a67a929e78485c7a9c5955c753ff477d88ae69ec44a82b843666b"},"schema_version":"1.0","source":{"id":"2312.13715","kind":"arxiv","version":1}},"canonical_sha256":"a81db1422c84554fe7f9fa467bf45c443cc54c3a983cb57211402237889d0f50","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a81db1422c84554fe7f9fa467bf45c443cc54c3a983cb57211402237889d0f50","first_computed_at":"2026-07-05T07:26:48.732095Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:26:48.732095Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"f06CuOnRH9IE2H5DMDGgsgkxWqlbq/cjvYpkZGr0b4vzR83B3EExaEmevZipkO3ypR8NWsaMIqCXgFdme8/xBA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:26:48.732596Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.13715","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9b2458d8b3579ff4cea7204a54946d399a6fb59effd883b6bc513a1e20a2ac78","sha256:b5dc5088cea36bcbd024d254cd9992772909702261e23c0bfc631367b7e121d9"],"state_sha256":"e97c6a6fe9d1a482c1455c04b3e74079eaf4ce7fda411b6183b86d17f0431b18"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"I1IPyxHTiWZmKUw3ON7Ucpxf2KFxxRydwlLoh5ZCajq/h/qgsSE856Ig5V3ACwwE3XR5viB+17vjzHvfMwxDBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T07:10:51.119895Z","bundle_sha256":"8d62ec2ac66c9e4d7c2bab592628e51a004795062148884d50a781cbc80c24d1"}}