{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:NZGEUPECE56K2MN7ZJQV3UFKMI","short_pith_number":"pith:NZGEUPEC","canonical_record":{"source":{"id":"2012.15738","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-12-31T17:28:01Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"16fab430c8171e2f43ca4118f4cd78b0a26c2b42bd4512e69f957283534caa89","abstract_canon_sha256":"969a80f3c03c6ee208a24695eabd63decd62cddcc2c7530acea6bbe346f12137"},"schema_version":"1.0"},"canonical_sha256":"6e4c4a3c82277cad31bfca615dd0aa621f33b745304de3edfad5745d93fc971c","source":{"kind":"arxiv","id":"2012.15738","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2012.15738","created_at":"2026-07-05T02:03:21Z"},{"alias_kind":"arxiv_version","alias_value":"2012.15738v1","created_at":"2026-07-05T02:03:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2012.15738","created_at":"2026-07-05T02:03:21Z"},{"alias_kind":"pith_short_12","alias_value":"NZGEUPECE56K","created_at":"2026-07-05T02:03:21Z"},{"alias_kind":"pith_short_16","alias_value":"NZGEUPECE56K2MN7","created_at":"2026-07-05T02:03:21Z"},{"alias_kind":"pith_short_8","alias_value":"NZGEUPEC","created_at":"2026-07-05T02:03:21Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:NZGEUPECE56K2MN7ZJQV3UFKMI","target":"record","payload":{"canonical_record":{"source":{"id":"2012.15738","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-12-31T17:28:01Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"16fab430c8171e2f43ca4118f4cd78b0a26c2b42bd4512e69f957283534caa89","abstract_canon_sha256":"969a80f3c03c6ee208a24695eabd63decd62cddcc2c7530acea6bbe346f12137"},"schema_version":"1.0"},"canonical_sha256":"6e4c4a3c82277cad31bfca615dd0aa621f33b745304de3edfad5745d93fc971c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T02:03:21.151412Z","signature_b64":"8q1tcIGZAAfC+H2xrYzeaDXkMC/uQQam+lKw6NWKqRik3fG0qw1sG8Lfg240rtMDtKUNQpbo9+2npsVoeWhtCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"6e4c4a3c82277cad31bfca615dd0aa621f33b745304de3edfad5745d93fc971c","last_reissued_at":"2026-07-05T02:03:21.151044Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T02:03:21.151044Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2012.15738","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":"2026-07-05T02:03:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"yVOeSTqEyCQ/OnWKGG9p3Z9Ro1SY5NjXzGWoiAK/9sRvw8L4pDsIuSjzcP0Y4nvn5f4eXtAhxEl6rB7Jz0jvBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T16:16:36.365340Z"},"content_sha256":"4c583db403e766772ecf9a969b6c0d398e79e6d4386277eb7bedf1b92dc8515f","schema_version":"1.0","event_id":"sha256:4c583db403e766772ecf9a969b6c0d398e79e6d4386277eb7bedf1b92dc8515f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:NZGEUPECE56K2MN7ZJQV3UFKMI","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Moral Stories: Situated Reasoning about Norms, Intents, Actions, and their Consequences","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Denis Emelin, Jena D. Hwang, Maxwell Forbes, Ronan Le Bras, Yejin Choi","submitted_at":"2020-12-31T17:28:01Z","abstract_excerpt":"In social settings, much of human behavior is governed by unspoken rules of conduct. For artificial systems to be fully integrated into social environments, adherence to such norms is a central prerequisite. We investigate whether contemporary NLG models can function as behavioral priors for systems deployed in social settings by generating action hypotheses that achieve predefined goals under moral constraints. Moreover, we examine if models can anticipate likely consequences of (im)moral actions, or explain why certain actions are preferable by generating relevant norms. For this purpose, we"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2012.15738","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/2012.15738/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":"2026-07-05T02:03:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zxKqxAy3Jnvl86kadQ/2J93JH0tTnqFL56eyTWxsDJriGzT73cUVBDx7555ZofGyNR7q5z9m5q9kOp7QrOWrDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T16:16:36.365892Z"},"content_sha256":"897bd820620b66f574c8129df784f2d4fe0b6b34911691c05e39211e08ec4eb4","schema_version":"1.0","event_id":"sha256:897bd820620b66f574c8129df784f2d4fe0b6b34911691c05e39211e08ec4eb4"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/NZGEUPECE56K2MN7ZJQV3UFKMI/bundle.json","state_url":"https://pith.science/pith/NZGEUPECE56K2MN7ZJQV3UFKMI/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/NZGEUPECE56K2MN7ZJQV3UFKMI/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":"2026-08-03T16:16:36Z","links":{"resolver":"https://pith.science/pith/NZGEUPECE56K2MN7ZJQV3UFKMI","bundle":"https://pith.science/pith/NZGEUPECE56K2MN7ZJQV3UFKMI/bundle.json","state":"https://pith.science/pith/NZGEUPECE56K2MN7ZJQV3UFKMI/state.json","well_known_bundle":"https://pith.science/.well-known/pith/NZGEUPECE56K2MN7ZJQV3UFKMI/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:NZGEUPECE56K2MN7ZJQV3UFKMI","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":"969a80f3c03c6ee208a24695eabd63decd62cddcc2c7530acea6bbe346f12137","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-12-31T17:28:01Z","title_canon_sha256":"16fab430c8171e2f43ca4118f4cd78b0a26c2b42bd4512e69f957283534caa89"},"schema_version":"1.0","source":{"id":"2012.15738","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2012.15738","created_at":"2026-07-05T02:03:21Z"},{"alias_kind":"arxiv_version","alias_value":"2012.15738v1","created_at":"2026-07-05T02:03:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2012.15738","created_at":"2026-07-05T02:03:21Z"},{"alias_kind":"pith_short_12","alias_value":"NZGEUPECE56K","created_at":"2026-07-05T02:03:21Z"},{"alias_kind":"pith_short_16","alias_value":"NZGEUPECE56K2MN7","created_at":"2026-07-05T02:03:21Z"},{"alias_kind":"pith_short_8","alias_value":"NZGEUPEC","created_at":"2026-07-05T02:03:21Z"}],"graph_snapshots":[{"event_id":"sha256:897bd820620b66f574c8129df784f2d4fe0b6b34911691c05e39211e08ec4eb4","target":"graph","created_at":"2026-07-05T02:03:21Z","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/2012.15738/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In social settings, much of human behavior is governed by unspoken rules of conduct. For artificial systems to be fully integrated into social environments, adherence to such norms is a central prerequisite. We investigate whether contemporary NLG models can function as behavioral priors for systems deployed in social settings by generating action hypotheses that achieve predefined goals under moral constraints. Moreover, we examine if models can anticipate likely consequences of (im)moral actions, or explain why certain actions are preferable by generating relevant norms. For this purpose, we","authors_text":"Denis Emelin, Jena D. Hwang, Maxwell Forbes, Ronan Le Bras, Yejin Choi","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-12-31T17:28:01Z","title":"Moral Stories: Situated Reasoning about Norms, Intents, Actions, and their Consequences"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2012.15738","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":"sha256:4c583db403e766772ecf9a969b6c0d398e79e6d4386277eb7bedf1b92dc8515f","target":"record","created_at":"2026-07-05T02:03:21Z","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":"969a80f3c03c6ee208a24695eabd63decd62cddcc2c7530acea6bbe346f12137","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-12-31T17:28:01Z","title_canon_sha256":"16fab430c8171e2f43ca4118f4cd78b0a26c2b42bd4512e69f957283534caa89"},"schema_version":"1.0","source":{"id":"2012.15738","kind":"arxiv","version":1}},"canonical_sha256":"6e4c4a3c82277cad31bfca615dd0aa621f33b745304de3edfad5745d93fc971c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6e4c4a3c82277cad31bfca615dd0aa621f33b745304de3edfad5745d93fc971c","first_computed_at":"2026-07-05T02:03:21.151044Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:03:21.151044Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8q1tcIGZAAfC+H2xrYzeaDXkMC/uQQam+lKw6NWKqRik3fG0qw1sG8Lfg240rtMDtKUNQpbo9+2npsVoeWhtCA==","signature_status":"signed_v1","signed_at":"2026-07-05T02:03:21.151412Z","signed_message":"canonical_sha256_bytes"},"source_id":"2012.15738","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4c583db403e766772ecf9a969b6c0d398e79e6d4386277eb7bedf1b92dc8515f","sha256:897bd820620b66f574c8129df784f2d4fe0b6b34911691c05e39211e08ec4eb4"],"state_sha256":"b77992a70620085cbd74576e107c2da51eccd7e1d4270b22f1853cdc54b91f8f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"U4OI90uZKRML0GmICGwKVa+YjnEuILIkO2b5X4jIZCVNicntHUwn5VkFr0xL3QEG24SdITfrILvVC1qT97OBAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-03T16:16:36.370779Z","bundle_sha256":"df23e37f3ba458e6b912c2ed91b717b032df22612d79a9ceac4c0549d50dd7bb"}}