{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:4VBWET3GY2OORY3V2YOVANLLUB","short_pith_number":"pith:4VBWET3G","canonical_record":{"source":{"id":"2208.14165","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2022-08-30T11:32:35Z","cross_cats_sorted":[],"title_canon_sha256":"cd7cfe84ffd9e89433b42730c0bb7190db095583f53eca0ea5dd8ae83905c34d","abstract_canon_sha256":"2ab20b818dccc73c1c2b50d1efb201bf1d2c24a19724c348d1a53befb6432aef"},"schema_version":"1.0"},"canonical_sha256":"e543624f66c69ce8e375d61d50356ba069288b716e51c3564a50560bfffd09d8","source":{"kind":"arxiv","id":"2208.14165","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2208.14165","created_at":"2026-07-05T04:53:09Z"},{"alias_kind":"arxiv_version","alias_value":"2208.14165v1","created_at":"2026-07-05T04:53:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2208.14165","created_at":"2026-07-05T04:53:09Z"},{"alias_kind":"pith_short_12","alias_value":"4VBWET3GY2OO","created_at":"2026-07-05T04:53:09Z"},{"alias_kind":"pith_short_16","alias_value":"4VBWET3GY2OORY3V","created_at":"2026-07-05T04:53:09Z"},{"alias_kind":"pith_short_8","alias_value":"4VBWET3G","created_at":"2026-07-05T04:53:09Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:4VBWET3GY2OORY3V2YOVANLLUB","target":"record","payload":{"canonical_record":{"source":{"id":"2208.14165","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2022-08-30T11:32:35Z","cross_cats_sorted":[],"title_canon_sha256":"cd7cfe84ffd9e89433b42730c0bb7190db095583f53eca0ea5dd8ae83905c34d","abstract_canon_sha256":"2ab20b818dccc73c1c2b50d1efb201bf1d2c24a19724c348d1a53befb6432aef"},"schema_version":"1.0"},"canonical_sha256":"e543624f66c69ce8e375d61d50356ba069288b716e51c3564a50560bfffd09d8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:53:09.407607Z","signature_b64":"QbfoLM2EwESQQEatfLNnaXUCSf9rmb6WixEPna2RrotIMvDl0dYAtE+6B7EdoCwn287T4YvT7N0ybaucIz4CAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e543624f66c69ce8e375d61d50356ba069288b716e51c3564a50560bfffd09d8","last_reissued_at":"2026-07-05T04:53:09.407256Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:53:09.407256Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2208.14165","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":"2026-07-05T04:53:09Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ElhI2UTcFLwb6Rl1kVTO6p34riU3hjniBmvX3bhPN88v1lhDyEqzWozdT/8SXDFJeCMAT4q0l32jGgrWvcaRDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T16:16:55.153985Z"},"content_sha256":"8e7d16d26c5fc44dd5920c67daf4991a0985fb4a3d6c14bf5211c0a70a4caa37","schema_version":"1.0","event_id":"sha256:8e7d16d26c5fc44dd5920c67daf4991a0985fb4a3d6c14bf5211c0a70a4caa37"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:4VBWET3GY2OORY3V2YOVANLLUB","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Towards Boosting the Open-Domain Chatbot with Human Feedback","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Fan Wang, HaiFeng Wang, Hua Lu, Huang He, Hua Wu, Siqi Bao","submitted_at":"2022-08-30T11:32:35Z","abstract_excerpt":"Many open-domain dialogue models pre-trained with social media comments can generate coherent replies but have difficulties producing engaging responses when interacting with real users. This phenomenon might mainly result from the deficiency of annotated human-human conversations and the misalignment with human preference. In this paper, we propose a novel and efficient approach Diamante to boost the open-domain chatbot, where two kinds of human feedback (including explicit demonstration and implicit preference) are collected and leveraged. By asking annotators to select or amend the model-ge"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2208.14165","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/2208.14165/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":"2026-07-05T04:53:09Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qSoOPq/YKW9gs15TLTF5GNcBOhi6099REA6OTvKPwOUxmFbTwC6N/YlKKY2vq0rvFUWIVZrb3p+a3bbn7PCjCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T16:16:55.154383Z"},"content_sha256":"182550693b6e6576fce38c028f1fc397e3fc3b60d0839404324cbd739dde5cc7","schema_version":"1.0","event_id":"sha256:182550693b6e6576fce38c028f1fc397e3fc3b60d0839404324cbd739dde5cc7"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4VBWET3GY2OORY3V2YOVANLLUB/bundle.json","state_url":"https://pith.science/pith/4VBWET3GY2OORY3V2YOVANLLUB/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4VBWET3GY2OORY3V2YOVANLLUB/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":"2026-07-06T16:16:55Z","links":{"resolver":"https://pith.science/pith/4VBWET3GY2OORY3V2YOVANLLUB","bundle":"https://pith.science/pith/4VBWET3GY2OORY3V2YOVANLLUB/bundle.json","state":"https://pith.science/pith/4VBWET3GY2OORY3V2YOVANLLUB/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4VBWET3GY2OORY3V2YOVANLLUB/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:4VBWET3GY2OORY3V2YOVANLLUB","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":"2ab20b818dccc73c1c2b50d1efb201bf1d2c24a19724c348d1a53befb6432aef","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2022-08-30T11:32:35Z","title_canon_sha256":"cd7cfe84ffd9e89433b42730c0bb7190db095583f53eca0ea5dd8ae83905c34d"},"schema_version":"1.0","source":{"id":"2208.14165","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2208.14165","created_at":"2026-07-05T04:53:09Z"},{"alias_kind":"arxiv_version","alias_value":"2208.14165v1","created_at":"2026-07-05T04:53:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2208.14165","created_at":"2026-07-05T04:53:09Z"},{"alias_kind":"pith_short_12","alias_value":"4VBWET3GY2OO","created_at":"2026-07-05T04:53:09Z"},{"alias_kind":"pith_short_16","alias_value":"4VBWET3GY2OORY3V","created_at":"2026-07-05T04:53:09Z"},{"alias_kind":"pith_short_8","alias_value":"4VBWET3G","created_at":"2026-07-05T04:53:09Z"}],"graph_snapshots":[{"event_id":"sha256:182550693b6e6576fce38c028f1fc397e3fc3b60d0839404324cbd739dde5cc7","target":"graph","created_at":"2026-07-05T04:53:09Z","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/2208.14165/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Many open-domain dialogue models pre-trained with social media comments can generate coherent replies but have difficulties producing engaging responses when interacting with real users. This phenomenon might mainly result from the deficiency of annotated human-human conversations and the misalignment with human preference. In this paper, we propose a novel and efficient approach Diamante to boost the open-domain chatbot, where two kinds of human feedback (including explicit demonstration and implicit preference) are collected and leveraged. By asking annotators to select or amend the model-ge","authors_text":"Fan Wang, HaiFeng Wang, Hua Lu, Huang He, Hua Wu, Siqi Bao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2022-08-30T11:32:35Z","title":"Towards Boosting the Open-Domain Chatbot with Human Feedback"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2208.14165","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":"sha256:8e7d16d26c5fc44dd5920c67daf4991a0985fb4a3d6c14bf5211c0a70a4caa37","target":"record","created_at":"2026-07-05T04:53:09Z","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":"2ab20b818dccc73c1c2b50d1efb201bf1d2c24a19724c348d1a53befb6432aef","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2022-08-30T11:32:35Z","title_canon_sha256":"cd7cfe84ffd9e89433b42730c0bb7190db095583f53eca0ea5dd8ae83905c34d"},"schema_version":"1.0","source":{"id":"2208.14165","kind":"arxiv","version":1}},"canonical_sha256":"e543624f66c69ce8e375d61d50356ba069288b716e51c3564a50560bfffd09d8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e543624f66c69ce8e375d61d50356ba069288b716e51c3564a50560bfffd09d8","first_computed_at":"2026-07-05T04:53:09.407256Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:53:09.407256Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QbfoLM2EwESQQEatfLNnaXUCSf9rmb6WixEPna2RrotIMvDl0dYAtE+6B7EdoCwn287T4YvT7N0ybaucIz4CAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T04:53:09.407607Z","signed_message":"canonical_sha256_bytes"},"source_id":"2208.14165","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8e7d16d26c5fc44dd5920c67daf4991a0985fb4a3d6c14bf5211c0a70a4caa37","sha256:182550693b6e6576fce38c028f1fc397e3fc3b60d0839404324cbd739dde5cc7"],"state_sha256":"1c0e9f9f20345b3138dea1ba907204b578f4ede3936489c68526edf1b80e7d90"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xzvsHDmpKAesczQFH8q4q8zz3tP14c4MGl7sAL55bUZHD55Y5oD/G3FMvMCQbFD6RxDlD/Cfl5xOcMtBYibICA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T16:16:55.156427Z","bundle_sha256":"4564125253c783c78b8096cbf304820367ed9589ccd53b7434acabb0651db348"}}