{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:DRJMN32JIDDSWKHCJ7LTUDIAG3","short_pith_number":"pith:DRJMN32J","canonical_record":{"source":{"id":"2506.06347","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-01T20:50:43Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"23366671c38402e9600f91640a6a38470fca1ba2079024641a47bf065739fb07","abstract_canon_sha256":"2288cdf51319e408290c4b5f0263637d2ebe608714eeea36f587920010596005"},"schema_version":"1.0"},"canonical_sha256":"1c52c6ef4940c72b28e24fd73a0d0036fdf9bef9ee5a97362a55685fbf35bdc6","source":{"kind":"arxiv","id":"2506.06347","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.06347","created_at":"2026-07-05T11:17:48Z"},{"alias_kind":"arxiv_version","alias_value":"2506.06347v1","created_at":"2026-07-05T11:17:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.06347","created_at":"2026-07-05T11:17:48Z"},{"alias_kind":"pith_short_12","alias_value":"DRJMN32JIDDS","created_at":"2026-07-05T11:17:48Z"},{"alias_kind":"pith_short_16","alias_value":"DRJMN32JIDDSWKHC","created_at":"2026-07-05T11:17:48Z"},{"alias_kind":"pith_short_8","alias_value":"DRJMN32J","created_at":"2026-07-05T11:17:48Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:DRJMN32JIDDSWKHCJ7LTUDIAG3","target":"record","payload":{"canonical_record":{"source":{"id":"2506.06347","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-01T20:50:43Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"23366671c38402e9600f91640a6a38470fca1ba2079024641a47bf065739fb07","abstract_canon_sha256":"2288cdf51319e408290c4b5f0263637d2ebe608714eeea36f587920010596005"},"schema_version":"1.0"},"canonical_sha256":"1c52c6ef4940c72b28e24fd73a0d0036fdf9bef9ee5a97362a55685fbf35bdc6","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:17:48.546793Z","signature_b64":"4tnzOpXBZMD3Rz7flIiFNUpuJmrHLqZft4In4EA9snGBI0wiLdx0Bv5NRrim0s8ehYvBUGf9rUbC1093PSBdDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1c52c6ef4940c72b28e24fd73a0d0036fdf9bef9ee5a97362a55685fbf35bdc6","last_reissued_at":"2026-07-05T11:17:48.546326Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:17:48.546326Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.06347","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":"2026-07-05T11:17:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"5CYFnUUxoKVuicfSjT5cT9dboKk0C/3M1jksXD2PJJA79uAI+Eoon/XdGfEfRahgM5x4n2wah2fmpuq81MftBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T18:53:45.354403Z"},"content_sha256":"0277943c703e31deab53ed484c205f22a0d7468fe03484188160f032f9e2f0bb","schema_version":"1.0","event_id":"sha256:0277943c703e31deab53ed484c205f22a0d7468fe03484188160f032f9e2f0bb"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:DRJMN32JIDDSWKHCJ7LTUDIAG3","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Domenico Tullo, Reihaneh Rabbany, Zachary Yang","submitted_at":"2025-06-01T20:50:43Z","abstract_excerpt":"Toxicity detection in gaming communities faces significant scaling challenges when expanding across multiple games and languages, particularly in real-time environments where computational efficiency is crucial. We present two key findings to address these challenges while building upon our previous work on ToxBuster, a BERT-based real-time toxicity detection system. First, we introduce a soft-prompting approach that enables a single model to effectively handle multiple games by incorporating game-context tokens, matching the performance of more complex methods like curriculum learning while o"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.06347","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/2506.06347/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":"2026-07-05T11:17:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JakHFkMnhq2pfYp3upG0Q6L9+sMNAhdmevazyEFq+3+mxxrnpBvPvTYU4TjwLEWtVAnKYeANxqXllYBim2YqAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T18:53:45.354904Z"},"content_sha256":"1af69c8955c763978dd0578de681b0c3b226df6e5eddf86cfaa52b7d45646383","schema_version":"1.0","event_id":"sha256:1af69c8955c763978dd0578de681b0c3b226df6e5eddf86cfaa52b7d45646383"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DRJMN32JIDDSWKHCJ7LTUDIAG3/bundle.json","state_url":"https://pith.science/pith/DRJMN32JIDDSWKHCJ7LTUDIAG3/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DRJMN32JIDDSWKHCJ7LTUDIAG3/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":"2026-08-07T18:53:45Z","links":{"resolver":"https://pith.science/pith/DRJMN32JIDDSWKHCJ7LTUDIAG3","bundle":"https://pith.science/pith/DRJMN32JIDDSWKHCJ7LTUDIAG3/bundle.json","state":"https://pith.science/pith/DRJMN32JIDDSWKHCJ7LTUDIAG3/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DRJMN32JIDDSWKHCJ7LTUDIAG3/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:DRJMN32JIDDSWKHCJ7LTUDIAG3","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":"2288cdf51319e408290c4b5f0263637d2ebe608714eeea36f587920010596005","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-01T20:50:43Z","title_canon_sha256":"23366671c38402e9600f91640a6a38470fca1ba2079024641a47bf065739fb07"},"schema_version":"1.0","source":{"id":"2506.06347","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.06347","created_at":"2026-07-05T11:17:48Z"},{"alias_kind":"arxiv_version","alias_value":"2506.06347v1","created_at":"2026-07-05T11:17:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.06347","created_at":"2026-07-05T11:17:48Z"},{"alias_kind":"pith_short_12","alias_value":"DRJMN32JIDDS","created_at":"2026-07-05T11:17:48Z"},{"alias_kind":"pith_short_16","alias_value":"DRJMN32JIDDSWKHC","created_at":"2026-07-05T11:17:48Z"},{"alias_kind":"pith_short_8","alias_value":"DRJMN32J","created_at":"2026-07-05T11:17:48Z"}],"graph_snapshots":[{"event_id":"sha256:1af69c8955c763978dd0578de681b0c3b226df6e5eddf86cfaa52b7d45646383","target":"graph","created_at":"2026-07-05T11:17:48Z","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/2506.06347/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Toxicity detection in gaming communities faces significant scaling challenges when expanding across multiple games and languages, particularly in real-time environments where computational efficiency is crucial. We present two key findings to address these challenges while building upon our previous work on ToxBuster, a BERT-based real-time toxicity detection system. First, we introduce a soft-prompting approach that enables a single model to effectively handle multiple games by incorporating game-context tokens, matching the performance of more complex methods like curriculum learning while o","authors_text":"Domenico Tullo, Reihaneh Rabbany, Zachary Yang","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-01T20:50:43Z","title":"Unified Game Moderation: Soft-Prompting and LLM-Assisted Label Transfer for Resource-Efficient Toxicity Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.06347","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":"sha256:0277943c703e31deab53ed484c205f22a0d7468fe03484188160f032f9e2f0bb","target":"record","created_at":"2026-07-05T11:17:48Z","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":"2288cdf51319e408290c4b5f0263637d2ebe608714eeea36f587920010596005","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-01T20:50:43Z","title_canon_sha256":"23366671c38402e9600f91640a6a38470fca1ba2079024641a47bf065739fb07"},"schema_version":"1.0","source":{"id":"2506.06347","kind":"arxiv","version":1}},"canonical_sha256":"1c52c6ef4940c72b28e24fd73a0d0036fdf9bef9ee5a97362a55685fbf35bdc6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1c52c6ef4940c72b28e24fd73a0d0036fdf9bef9ee5a97362a55685fbf35bdc6","first_computed_at":"2026-07-05T11:17:48.546326Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:17:48.546326Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"4tnzOpXBZMD3Rz7flIiFNUpuJmrHLqZft4In4EA9snGBI0wiLdx0Bv5NRrim0s8ehYvBUGf9rUbC1093PSBdDw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:17:48.546793Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.06347","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0277943c703e31deab53ed484c205f22a0d7468fe03484188160f032f9e2f0bb","sha256:1af69c8955c763978dd0578de681b0c3b226df6e5eddf86cfaa52b7d45646383"],"state_sha256":"6655cc5b0357e9af6d8fe30b351254005108b42c18eabf4710ee102f61271d55"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kYui3PPPQ+Oo2J29nXP7LKOqb4LX+cwT9VwuOwqlzdBdDXN3tT01dJh2qUGyzwSTggrTN/0SCqR7fs3FIFR2Bg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T18:53:45.359152Z","bundle_sha256":"451b0d3a2d56bad2c49eaad4231157b761a635e7effd0a9cef49bed997621d4b"}}