{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:B427WYOY6S6KZPEVQ23GUDWDQX","short_pith_number":"pith:B427WYOY","canonical_record":{"source":{"id":"2606.05654","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-04T03:34:02Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"07d68faa824560b4cc2fae081637a353a6d20e26831e06cbe9fd716e1071121b","abstract_canon_sha256":"d4d41677dfaedef7d5a712c42d7e836cf6dc87096eed444c5e23d65272689385"},"schema_version":"1.0"},"canonical_sha256":"0f35fb61d8f4bcacbc9586b66a0ec385caedad2e1f88152c416479c9ba70c716","source":{"kind":"arxiv","id":"2606.05654","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.05654","created_at":"2026-06-05T01:14:58Z"},{"alias_kind":"arxiv_version","alias_value":"2606.05654v1","created_at":"2026-06-05T01:14:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.05654","created_at":"2026-06-05T01:14:58Z"},{"alias_kind":"pith_short_12","alias_value":"B427WYOY6S6K","created_at":"2026-06-05T01:14:58Z"},{"alias_kind":"pith_short_16","alias_value":"B427WYOY6S6KZPEV","created_at":"2026-06-05T01:14:58Z"},{"alias_kind":"pith_short_8","alias_value":"B427WYOY","created_at":"2026-06-05T01:14:58Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:B427WYOY6S6KZPEVQ23GUDWDQX","target":"record","payload":{"canonical_record":{"source":{"id":"2606.05654","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-04T03:34:02Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"07d68faa824560b4cc2fae081637a353a6d20e26831e06cbe9fd716e1071121b","abstract_canon_sha256":"d4d41677dfaedef7d5a712c42d7e836cf6dc87096eed444c5e23d65272689385"},"schema_version":"1.0"},"canonical_sha256":"0f35fb61d8f4bcacbc9586b66a0ec385caedad2e1f88152c416479c9ba70c716","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-05T01:14:58.239576Z","signature_b64":"dqXnO8LEuowimIba0eK4xBJy9Mz4xsUDD0YqgTey/F44Hk8cdC+bcCBo/U4Cs7IRN3gQLDJEOpXW0jDjvf1rDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"0f35fb61d8f4bcacbc9586b66a0ec385caedad2e1f88152c416479c9ba70c716","last_reissued_at":"2026-06-05T01:14:58.239054Z","signature_status":"signed_v1","first_computed_at":"2026-06-05T01:14:58.239054Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.05654","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":"2026-06-05T01:14:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HBK8ZyEY8scm7Te0ofeINQ/ThNO/wtshiB6e45CeQ/ZsqXqhccYBBm91hrlWDU7YUFaLqsW0gznP6HNVYzFFDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-02T23:34:50.510047Z"},"content_sha256":"e31b421ef999d0040710771a2e48d035fe64c9f6fe19e7510e92badbc4229db7","schema_version":"1.0","event_id":"sha256:e31b421ef999d0040710771a2e48d035fe64c9f6fe19e7510e92badbc4229db7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:B427WYOY6S6KZPEVQ23GUDWDQX","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"When Surface Form Changes Moderation Decisions: A Paired Study of Code-Mixed Workflow Instability","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.SE","authors_text":"Suraj Babu Thimma Krishnaram","submitted_at":"2026-06-04T03:34:02Z","abstract_excerpt":"Hate moderation is often evaluated as classification on clean English inputs, but deployed systems must route content to actions such as ALLOW, FLAG, or REVIEW. We study how this workflow changes under code-mixed inputs using a paired evaluation setting where the same underlying content is expressed as clean English and Tamil-English code-mix. Under thresholds tuned on clean English development data, code-mixed inputs produce substantial action instability, with a paired clean- to-code-mix decision flip rate of 0.265. The main workflow effects are increased review burden and increased false-fl"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.05654","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/2606.05654/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":"2026-06-05T01:14:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"6v1aCx6IBTT/Aqqg7LoafWb4kqXER+aXH4sI+N/aKfOwkQ294aQ+xe1LccvPWr5CzgWoIcubZS1ukTlGtJUcBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-02T23:34:50.510440Z"},"content_sha256":"709187d6e031b186714acc136680c4d6470ffea664813461cdc79d31300eca31","schema_version":"1.0","event_id":"sha256:709187d6e031b186714acc136680c4d6470ffea664813461cdc79d31300eca31"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/B427WYOY6S6KZPEVQ23GUDWDQX/bundle.json","state_url":"https://pith.science/pith/B427WYOY6S6KZPEVQ23GUDWDQX/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/B427WYOY6S6KZPEVQ23GUDWDQX/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":"2026-07-02T23:34:50Z","links":{"resolver":"https://pith.science/pith/B427WYOY6S6KZPEVQ23GUDWDQX","bundle":"https://pith.science/pith/B427WYOY6S6KZPEVQ23GUDWDQX/bundle.json","state":"https://pith.science/pith/B427WYOY6S6KZPEVQ23GUDWDQX/state.json","well_known_bundle":"https://pith.science/.well-known/pith/B427WYOY6S6KZPEVQ23GUDWDQX/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:B427WYOY6S6KZPEVQ23GUDWDQX","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":"d4d41677dfaedef7d5a712c42d7e836cf6dc87096eed444c5e23d65272689385","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-04T03:34:02Z","title_canon_sha256":"07d68faa824560b4cc2fae081637a353a6d20e26831e06cbe9fd716e1071121b"},"schema_version":"1.0","source":{"id":"2606.05654","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.05654","created_at":"2026-06-05T01:14:58Z"},{"alias_kind":"arxiv_version","alias_value":"2606.05654v1","created_at":"2026-06-05T01:14:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.05654","created_at":"2026-06-05T01:14:58Z"},{"alias_kind":"pith_short_12","alias_value":"B427WYOY6S6K","created_at":"2026-06-05T01:14:58Z"},{"alias_kind":"pith_short_16","alias_value":"B427WYOY6S6KZPEV","created_at":"2026-06-05T01:14:58Z"},{"alias_kind":"pith_short_8","alias_value":"B427WYOY","created_at":"2026-06-05T01:14:58Z"}],"graph_snapshots":[{"event_id":"sha256:709187d6e031b186714acc136680c4d6470ffea664813461cdc79d31300eca31","target":"graph","created_at":"2026-06-05T01:14:58Z","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/2606.05654/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Hate moderation is often evaluated as classification on clean English inputs, but deployed systems must route content to actions such as ALLOW, FLAG, or REVIEW. We study how this workflow changes under code-mixed inputs using a paired evaluation setting where the same underlying content is expressed as clean English and Tamil-English code-mix. Under thresholds tuned on clean English development data, code-mixed inputs produce substantial action instability, with a paired clean- to-code-mix decision flip rate of 0.265. The main workflow effects are increased review burden and increased false-fl","authors_text":"Suraj Babu Thimma Krishnaram","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-04T03:34:02Z","title":"When Surface Form Changes Moderation Decisions: A Paired Study of Code-Mixed Workflow Instability"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.05654","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:e31b421ef999d0040710771a2e48d035fe64c9f6fe19e7510e92badbc4229db7","target":"record","created_at":"2026-06-05T01:14:58Z","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":"d4d41677dfaedef7d5a712c42d7e836cf6dc87096eed444c5e23d65272689385","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-04T03:34:02Z","title_canon_sha256":"07d68faa824560b4cc2fae081637a353a6d20e26831e06cbe9fd716e1071121b"},"schema_version":"1.0","source":{"id":"2606.05654","kind":"arxiv","version":1}},"canonical_sha256":"0f35fb61d8f4bcacbc9586b66a0ec385caedad2e1f88152c416479c9ba70c716","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0f35fb61d8f4bcacbc9586b66a0ec385caedad2e1f88152c416479c9ba70c716","first_computed_at":"2026-06-05T01:14:58.239054Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-05T01:14:58.239054Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"dqXnO8LEuowimIba0eK4xBJy9Mz4xsUDD0YqgTey/F44Hk8cdC+bcCBo/U4Cs7IRN3gQLDJEOpXW0jDjvf1rDQ==","signature_status":"signed_v1","signed_at":"2026-06-05T01:14:58.239576Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.05654","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e31b421ef999d0040710771a2e48d035fe64c9f6fe19e7510e92badbc4229db7","sha256:709187d6e031b186714acc136680c4d6470ffea664813461cdc79d31300eca31"],"state_sha256":"362bf3e8f9b5d37ae653b5bea7ba2d482065592c4427d455eeb85651f3c1746d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JIq2EW7nXuMgENrHCDymNRlUXUScaFqjYeTwHlt9DsXGuHIYyrI9KGZzNzXkIjqk3VS8SkZ5PpwfFDbc1251AQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-02T23:34:50.512726Z","bundle_sha256":"c07040c924f3bc7a274defcc6e5b91d8b1673d5560c15d93b64e8ba07b2b12a4"}}