{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:H7MW2Y2TRANDPCJOTZQ6KVU5JA","short_pith_number":"pith:H7MW2Y2T","canonical_record":{"source":{"id":"2403.15482","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-21T04:23:56Z","cross_cats_sorted":["cs.HC","cs.LG"],"title_canon_sha256":"c16982e64749b25a9ecb5a04c91014e3240064550d664cc991bb9fc37c475559","abstract_canon_sha256":"a94420eca9ac61fc8ea2db0ac2889349459a48af71978feb8ea89de7446c0f0c"},"schema_version":"1.0"},"canonical_sha256":"3fd96d6353881a37892e9e61e5569d4836337bc0226b958493b8c28fc9544c4a","source":{"kind":"arxiv","id":"2403.15482","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.15482","created_at":"2026-07-05T08:00:04Z"},{"alias_kind":"arxiv_version","alias_value":"2403.15482v1","created_at":"2026-07-05T08:00:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.15482","created_at":"2026-07-05T08:00:04Z"},{"alias_kind":"pith_short_12","alias_value":"H7MW2Y2TRAND","created_at":"2026-07-05T08:00:04Z"},{"alias_kind":"pith_short_16","alias_value":"H7MW2Y2TRANDPCJO","created_at":"2026-07-05T08:00:04Z"},{"alias_kind":"pith_short_8","alias_value":"H7MW2Y2T","created_at":"2026-07-05T08:00:04Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:H7MW2Y2TRANDPCJOTZQ6KVU5JA","target":"record","payload":{"canonical_record":{"source":{"id":"2403.15482","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-21T04:23:56Z","cross_cats_sorted":["cs.HC","cs.LG"],"title_canon_sha256":"c16982e64749b25a9ecb5a04c91014e3240064550d664cc991bb9fc37c475559","abstract_canon_sha256":"a94420eca9ac61fc8ea2db0ac2889349459a48af71978feb8ea89de7446c0f0c"},"schema_version":"1.0"},"canonical_sha256":"3fd96d6353881a37892e9e61e5569d4836337bc0226b958493b8c28fc9544c4a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:00:04.862812Z","signature_b64":"BK49WkyT70iHBvLwVJQZr8GfBzIOp2iP0KQAGvBUs7sPrVdS1JU4HCboCCnb2BfCwEnAQvWI6Ygtf29fvU2QAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"3fd96d6353881a37892e9e61e5569d4836337bc0226b958493b8c28fc9544c4a","last_reissued_at":"2026-07-05T08:00:04.862372Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:00:04.862372Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2403.15482","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":"2026-07-05T08:00:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0QJPT8pqDzfTzoWarm3dwgKhTdFzoiURBDM2ucjAujS9Vrsoi+p+tjlrLJPTae3bujbLNz/hEFzrGhiwYsaxBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T14:11:17.273193Z"},"content_sha256":"bbfbf0e7fbc29956bd8784d714afeb99dec423c06bd57cd24943a833ba7387b7","schema_version":"1.0","event_id":"sha256:bbfbf0e7fbc29956bd8784d714afeb99dec423c06bd57cd24943a833ba7387b7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:H7MW2Y2TRANDPCJOTZQ6KVU5JA","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Multi-Level Feedback Generation with Large Language Models for Empowering Novice Peer Counselors","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.HC","cs.LG"],"primary_cat":"cs.CL","authors_text":"Alicja Chaszczewicz, Bruce A Arnow, Diyi Yang, Raj Sanjay Shah, Robert Kraut, Ryan Louie","submitted_at":"2024-03-21T04:23:56Z","abstract_excerpt":"Realistic practice and tailored feedback are key processes for training peer counselors with clinical skills. However, existing mechanisms of providing feedback largely rely on human supervision. Peer counselors often lack mechanisms to receive detailed feedback from experienced mentors, making it difficult for them to support the large number of people with mental health issues who use peer counseling. Our work aims to leverage large language models to provide contextualized and multi-level feedback to empower peer counselors, especially novices, at scale. To achieve this, we co-design with a"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.15482","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/2403.15482/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":"2026-07-05T08:00:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"U3EBJXstZZWH36YhmB9Eb1VtTACwm68D24o9eKo1dwAMoRCkHLNol4gj/WwxLf0NebI1BiVh1qWaxhcFspAlAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T14:11:17.274728Z"},"content_sha256":"7c04dd3ed2f45cbf8a12cd56137d3329fd4aa4ad7e421ecfebeb5533a3153b1e","schema_version":"1.0","event_id":"sha256:7c04dd3ed2f45cbf8a12cd56137d3329fd4aa4ad7e421ecfebeb5533a3153b1e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/H7MW2Y2TRANDPCJOTZQ6KVU5JA/bundle.json","state_url":"https://pith.science/pith/H7MW2Y2TRANDPCJOTZQ6KVU5JA/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/H7MW2Y2TRANDPCJOTZQ6KVU5JA/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":"2026-08-09T14:11:17Z","links":{"resolver":"https://pith.science/pith/H7MW2Y2TRANDPCJOTZQ6KVU5JA","bundle":"https://pith.science/pith/H7MW2Y2TRANDPCJOTZQ6KVU5JA/bundle.json","state":"https://pith.science/pith/H7MW2Y2TRANDPCJOTZQ6KVU5JA/state.json","well_known_bundle":"https://pith.science/.well-known/pith/H7MW2Y2TRANDPCJOTZQ6KVU5JA/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:H7MW2Y2TRANDPCJOTZQ6KVU5JA","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":"a94420eca9ac61fc8ea2db0ac2889349459a48af71978feb8ea89de7446c0f0c","cross_cats_sorted":["cs.HC","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-21T04:23:56Z","title_canon_sha256":"c16982e64749b25a9ecb5a04c91014e3240064550d664cc991bb9fc37c475559"},"schema_version":"1.0","source":{"id":"2403.15482","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.15482","created_at":"2026-07-05T08:00:04Z"},{"alias_kind":"arxiv_version","alias_value":"2403.15482v1","created_at":"2026-07-05T08:00:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.15482","created_at":"2026-07-05T08:00:04Z"},{"alias_kind":"pith_short_12","alias_value":"H7MW2Y2TRAND","created_at":"2026-07-05T08:00:04Z"},{"alias_kind":"pith_short_16","alias_value":"H7MW2Y2TRANDPCJO","created_at":"2026-07-05T08:00:04Z"},{"alias_kind":"pith_short_8","alias_value":"H7MW2Y2T","created_at":"2026-07-05T08:00:04Z"}],"graph_snapshots":[{"event_id":"sha256:7c04dd3ed2f45cbf8a12cd56137d3329fd4aa4ad7e421ecfebeb5533a3153b1e","target":"graph","created_at":"2026-07-05T08:00:04Z","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/2403.15482/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Realistic practice and tailored feedback are key processes for training peer counselors with clinical skills. However, existing mechanisms of providing feedback largely rely on human supervision. Peer counselors often lack mechanisms to receive detailed feedback from experienced mentors, making it difficult for them to support the large number of people with mental health issues who use peer counseling. Our work aims to leverage large language models to provide contextualized and multi-level feedback to empower peer counselors, especially novices, at scale. To achieve this, we co-design with a","authors_text":"Alicja Chaszczewicz, Bruce A Arnow, Diyi Yang, Raj Sanjay Shah, Robert Kraut, Ryan Louie","cross_cats":["cs.HC","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-21T04:23:56Z","title":"Multi-Level Feedback Generation with Large Language Models for Empowering Novice Peer Counselors"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.15482","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:bbfbf0e7fbc29956bd8784d714afeb99dec423c06bd57cd24943a833ba7387b7","target":"record","created_at":"2026-07-05T08:00:04Z","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":"a94420eca9ac61fc8ea2db0ac2889349459a48af71978feb8ea89de7446c0f0c","cross_cats_sorted":["cs.HC","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-21T04:23:56Z","title_canon_sha256":"c16982e64749b25a9ecb5a04c91014e3240064550d664cc991bb9fc37c475559"},"schema_version":"1.0","source":{"id":"2403.15482","kind":"arxiv","version":1}},"canonical_sha256":"3fd96d6353881a37892e9e61e5569d4836337bc0226b958493b8c28fc9544c4a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3fd96d6353881a37892e9e61e5569d4836337bc0226b958493b8c28fc9544c4a","first_computed_at":"2026-07-05T08:00:04.862372Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:00:04.862372Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"BK49WkyT70iHBvLwVJQZr8GfBzIOp2iP0KQAGvBUs7sPrVdS1JU4HCboCCnb2BfCwEnAQvWI6Ygtf29fvU2QAg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:00:04.862812Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.15482","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bbfbf0e7fbc29956bd8784d714afeb99dec423c06bd57cd24943a833ba7387b7","sha256:7c04dd3ed2f45cbf8a12cd56137d3329fd4aa4ad7e421ecfebeb5533a3153b1e"],"state_sha256":"1fbb402df30780551743b7a65775452cc2fef6acf23307cf248e859961b7d4b0"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/8kWVy3Lmo14XXgv+rtsDsBWn6DVRY7unx0V9BwzQ+9ZqlFwFhpbHckqOQnVFKmKVYZ+Dibptlx064r3Lr1CBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T14:11:17.280703Z","bundle_sha256":"bd5271168b915804f8a88f196c4cd6a3ecffd0e537f406eb56d00c03dc9517a8"}}