{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:74RNJ7WZL2AHS35DCRKWPFOXOU","short_pith_number":"pith:74RNJ7WZ","canonical_record":{"source":{"id":"2312.06677","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-12-04T07:51:58Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"00f3370d3be9bd63b94c94a0ba6973cc63844b01d99b75ded5c6eaeb38caf741","abstract_canon_sha256":"ace675ddad88797e170be9b36b30ec29ce94bb0bc469dce31647c856bb931d01"},"schema_version":"1.0"},"canonical_sha256":"ff22d4fed95e80796fa314556795d77509df4b21197643a32ba0622ad95ce56e","source":{"kind":"arxiv","id":"2312.06677","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.06677","created_at":"2026-07-05T07:22:51Z"},{"alias_kind":"arxiv_version","alias_value":"2312.06677v1","created_at":"2026-07-05T07:22:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.06677","created_at":"2026-07-05T07:22:51Z"},{"alias_kind":"pith_short_12","alias_value":"74RNJ7WZL2AH","created_at":"2026-07-05T07:22:51Z"},{"alias_kind":"pith_short_16","alias_value":"74RNJ7WZL2AHS35D","created_at":"2026-07-05T07:22:51Z"},{"alias_kind":"pith_short_8","alias_value":"74RNJ7WZ","created_at":"2026-07-05T07:22:51Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:74RNJ7WZL2AHS35DCRKWPFOXOU","target":"record","payload":{"canonical_record":{"source":{"id":"2312.06677","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-12-04T07:51:58Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"00f3370d3be9bd63b94c94a0ba6973cc63844b01d99b75ded5c6eaeb38caf741","abstract_canon_sha256":"ace675ddad88797e170be9b36b30ec29ce94bb0bc469dce31647c856bb931d01"},"schema_version":"1.0"},"canonical_sha256":"ff22d4fed95e80796fa314556795d77509df4b21197643a32ba0622ad95ce56e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:22:51.431075Z","signature_b64":"nrgZ2gL6v4VxOp65qiB60tYQZR0mY6XLyViLMXzMpsjomdrdy0qSGAHo5T6SqOkgnJcD79HI15mHxRvbF2wACw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ff22d4fed95e80796fa314556795d77509df4b21197643a32ba0622ad95ce56e","last_reissued_at":"2026-07-05T07:22:51.430619Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:22:51.430619Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2312.06677","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":"2026-07-05T07:22:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"V50xty/an0cX2cP9GQxjpOVVH+JCe8hPmiAJr1N638iWNrIS3EzySHZ9m5d85VNjKa8H017QmTxPR8PpNebjCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T21:26:47.919042Z"},"content_sha256":"fa6706e4b458bdf8c1a1ddfc78dd168815fd566f6e31f6d401c9471d07e0e3b9","schema_version":"1.0","event_id":"sha256:fa6706e4b458bdf8c1a1ddfc78dd168815fd566f6e31f6d401c9471d07e0e3b9"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:74RNJ7WZL2AHS35DCRKWPFOXOU","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Intelligent Virtual Assistants with LLM-based Process Automation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.CL"],"primary_cat":"cs.LG","authors_text":"Chenyi Zhuang, Dong Wang, Feiyue Ni, Jinjie Gu, Longfei Li, Ruihua Song, Shiyu Wang, Yanchu Guan, Zhixuan Chu","submitted_at":"2023-12-04T07:51:58Z","abstract_excerpt":"While intelligent virtual assistants like Siri, Alexa, and Google Assistant have become ubiquitous in modern life, they still face limitations in their ability to follow multi-step instructions and accomplish complex goals articulated in natural language. However, recent breakthroughs in large language models (LLMs) show promise for overcoming existing barriers by enhancing natural language processing and reasoning capabilities. Though promising, applying LLMs to create more advanced virtual assistants still faces challenges like ensuring robust performance and handling variability in real-wor"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.06677","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/2312.06677/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":"2026-07-05T07:22:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1yABXHkFuEjDpx7AJoqrl+2l5dkKoa98aFqia5s9c2X00zi4W445MlylUaDJs3IHU/R3AwYRIlZ+4JxCM1rqBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T21:26:47.919694Z"},"content_sha256":"9b490e76a826dc3e067da004da25c163c42a06bee32841c272a1f8ab6914caed","schema_version":"1.0","event_id":"sha256:9b490e76a826dc3e067da004da25c163c42a06bee32841c272a1f8ab6914caed"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/74RNJ7WZL2AHS35DCRKWPFOXOU/bundle.json","state_url":"https://pith.science/pith/74RNJ7WZL2AHS35DCRKWPFOXOU/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/74RNJ7WZL2AHS35DCRKWPFOXOU/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":"2026-08-07T21:26:47Z","links":{"resolver":"https://pith.science/pith/74RNJ7WZL2AHS35DCRKWPFOXOU","bundle":"https://pith.science/pith/74RNJ7WZL2AHS35DCRKWPFOXOU/bundle.json","state":"https://pith.science/pith/74RNJ7WZL2AHS35DCRKWPFOXOU/state.json","well_known_bundle":"https://pith.science/.well-known/pith/74RNJ7WZL2AHS35DCRKWPFOXOU/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:74RNJ7WZL2AHS35DCRKWPFOXOU","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":"ace675ddad88797e170be9b36b30ec29ce94bb0bc469dce31647c856bb931d01","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-12-04T07:51:58Z","title_canon_sha256":"00f3370d3be9bd63b94c94a0ba6973cc63844b01d99b75ded5c6eaeb38caf741"},"schema_version":"1.0","source":{"id":"2312.06677","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.06677","created_at":"2026-07-05T07:22:51Z"},{"alias_kind":"arxiv_version","alias_value":"2312.06677v1","created_at":"2026-07-05T07:22:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.06677","created_at":"2026-07-05T07:22:51Z"},{"alias_kind":"pith_short_12","alias_value":"74RNJ7WZL2AH","created_at":"2026-07-05T07:22:51Z"},{"alias_kind":"pith_short_16","alias_value":"74RNJ7WZL2AHS35D","created_at":"2026-07-05T07:22:51Z"},{"alias_kind":"pith_short_8","alias_value":"74RNJ7WZ","created_at":"2026-07-05T07:22:51Z"}],"graph_snapshots":[{"event_id":"sha256:9b490e76a826dc3e067da004da25c163c42a06bee32841c272a1f8ab6914caed","target":"graph","created_at":"2026-07-05T07:22:51Z","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/2312.06677/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"While intelligent virtual assistants like Siri, Alexa, and Google Assistant have become ubiquitous in modern life, they still face limitations in their ability to follow multi-step instructions and accomplish complex goals articulated in natural language. However, recent breakthroughs in large language models (LLMs) show promise for overcoming existing barriers by enhancing natural language processing and reasoning capabilities. Though promising, applying LLMs to create more advanced virtual assistants still faces challenges like ensuring robust performance and handling variability in real-wor","authors_text":"Chenyi Zhuang, Dong Wang, Feiyue Ni, Jinjie Gu, Longfei Li, Ruihua Song, Shiyu Wang, Yanchu Guan, Zhixuan Chu","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-12-04T07:51:58Z","title":"Intelligent Virtual Assistants with LLM-based Process Automation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.06677","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:fa6706e4b458bdf8c1a1ddfc78dd168815fd566f6e31f6d401c9471d07e0e3b9","target":"record","created_at":"2026-07-05T07:22:51Z","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":"ace675ddad88797e170be9b36b30ec29ce94bb0bc469dce31647c856bb931d01","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-12-04T07:51:58Z","title_canon_sha256":"00f3370d3be9bd63b94c94a0ba6973cc63844b01d99b75ded5c6eaeb38caf741"},"schema_version":"1.0","source":{"id":"2312.06677","kind":"arxiv","version":1}},"canonical_sha256":"ff22d4fed95e80796fa314556795d77509df4b21197643a32ba0622ad95ce56e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ff22d4fed95e80796fa314556795d77509df4b21197643a32ba0622ad95ce56e","first_computed_at":"2026-07-05T07:22:51.430619Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:22:51.430619Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"nrgZ2gL6v4VxOp65qiB60tYQZR0mY6XLyViLMXzMpsjomdrdy0qSGAHo5T6SqOkgnJcD79HI15mHxRvbF2wACw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:22:51.431075Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.06677","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fa6706e4b458bdf8c1a1ddfc78dd168815fd566f6e31f6d401c9471d07e0e3b9","sha256:9b490e76a826dc3e067da004da25c163c42a06bee32841c272a1f8ab6914caed"],"state_sha256":"401042d0e5d11de6542bd393de4dd84cdfa89cfe306de8ba9afb5f97f30220ca"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"m6xNo7NTB1Wv/B6Hvpj6OQkPF5GWmIJAorh5mwr9PA7DLUeOahLLw/u7zQUlKX8+2Cm8nUQnxdFzqr7MFbkFBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T21:26:47.923431Z","bundle_sha256":"ed1285d91fad7a75871ec5cf8fa198a96b178b565271c3bb55c94d14d879d10c"}}