{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:UKSXLMSYZHLSHHQ6LGBGXVDIWI","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":"ab50c253a60e738ff8349c02ed5ce3e2ad2e4f5ba8130d86b82f53bd1ae96058","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-05-02T17:24:30Z","title_canon_sha256":"7e066a7451d6b684deb283b3a2725172c8400f26c169ce93dde219495460675a"},"schema_version":"1.0","source":{"id":"2405.01490","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.01490","created_at":"2026-07-05T08:14:45Z"},{"alias_kind":"arxiv_version","alias_value":"2405.01490v1","created_at":"2026-07-05T08:14:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.01490","created_at":"2026-07-05T08:14:45Z"},{"alias_kind":"pith_short_12","alias_value":"UKSXLMSYZHLS","created_at":"2026-07-05T08:14:45Z"},{"alias_kind":"pith_short_16","alias_value":"UKSXLMSYZHLSHHQ6","created_at":"2026-07-05T08:14:45Z"},{"alias_kind":"pith_short_8","alias_value":"UKSXLMSY","created_at":"2026-07-05T08:14:45Z"}],"graph_snapshots":[{"event_id":"sha256:c6d4504aba9cab5b274ac10a7f420181ef818ba8403bde2243c18aa689b35bef","target":"graph","created_at":"2026-07-05T08:14:45Z","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/2405.01490/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"While most research on controllable text generation has focused on steering base Language Models, the emerging instruction-tuning and prompting paradigm offers an alternate approach to controllability. We compile and release ConGenBench, a testbed of 17 different controllable generation tasks, using a subset of it to benchmark the performance of 9 different baselines and methods on Instruction-tuned Language Models. To our surprise, we find that prompting-based approaches outperform controllable text generation methods on most datasets and tasks, highlighting a need for research on controllabl","authors_text":"Barnabas Poczos, Dhananjay Ashok","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-05-02T17:24:30Z","title":"Controllable Text Generation in the Instruction-Tuning Era"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.01490","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:c33ed11c01162dc0b7d0fdddc71caab0916bef8a90789e5268bdc70e7e4b5365","target":"record","created_at":"2026-07-05T08:14:45Z","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":"ab50c253a60e738ff8349c02ed5ce3e2ad2e4f5ba8130d86b82f53bd1ae96058","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-05-02T17:24:30Z","title_canon_sha256":"7e066a7451d6b684deb283b3a2725172c8400f26c169ce93dde219495460675a"},"schema_version":"1.0","source":{"id":"2405.01490","kind":"arxiv","version":1}},"canonical_sha256":"a2a575b258c9d7239e1e59826bd468b234f814951a4d2454416334cbeb8d7ae9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a2a575b258c9d7239e1e59826bd468b234f814951a4d2454416334cbeb8d7ae9","first_computed_at":"2026-07-05T08:14:45.818710Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:14:45.818710Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"BEwjsN1NejpXvZ9smJqO0dRnqgN7Ip/3vFBZnvugPltQs825/oUQGca8Qj3UjRWniNY0AigoQijAWvGoNObFAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:14:45.819259Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.01490","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c33ed11c01162dc0b7d0fdddc71caab0916bef8a90789e5268bdc70e7e4b5365","sha256:c6d4504aba9cab5b274ac10a7f420181ef818ba8403bde2243c18aa689b35bef"],"state_sha256":"2fd06326bd029eee3fc39e6aa564b3227a462288796e42f35ea87d466dc0d215"}