SOTAVerified

Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Further readings:

( Image credit: Adversarial Ranking for Language Generation )

Papers

Showing 851900 of 5335 papers

TitleStatusHype
Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language GenerationCode1
Follow the Wisdom of the Crowd: Effective Text Generation via Minimum Bayes Risk DecodingCode1
OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text GenerationCode1
REBEL: Relation Extraction By End-to-end Language generationCode1
Concadia: Towards Image-Based Text Generation with a PurposeCode1
FUDGE: Controlled Text Generation With Future DiscriminatorsCode1
Conditioned Query Generation for Task-Oriented Dialogue SystemsCode1
Causal-aware Safe Policy Improvement for Task-oriented dialogueCode1
FunQA: Towards Surprising Video ComprehensionCode1
Fuse It More Deeply! A Variational Transformer with Layer-Wise Latent Variable Inference for Text GenerationCode1
CBF-LLM: Safe Control for LLM AlignmentCode1
InfoLM: A New Metric to Evaluate Summarization & Data2Text GenerationCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-time AlignmentCode1
Adversarial Illusions in Multi-Modal EmbeddingsCode1
Neuro2Semantic: A Transfer Learning Framework for Semantic Reconstruction of Continuous Language from Human Intracranial EEGCode1
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation ApproachCode1
Parameterized Synthetic Text Generation with SimpleStoriesCode1
GenderCARE: A Comprehensive Framework for Assessing and Reducing Gender Bias in Large Language ModelsCode1
Certifiably Robust RAG against Retrieval CorruptionCode1
ReLearn: Unlearning via Learning for Large Language ModelsCode1
Safe-CLIP: Removing NSFW Concepts from Vision-and-Language ModelsCode1
Almost AI, Almost Human: The Challenge of Detecting AI-Polished WritingCode1
N-gram Is Back: Residual Learning of Neural Text Generation with n-gram Language ModelCode1
Attribute First, then Generate: Locally-attributable Grounded Text GenerationCode1
Conditioned Text Generation with Transfer for Closed-Domain Dialogue SystemsCode1
Controllable Text Generation with Neurally-Decomposed OracleCode1
Generate to Understand for RepresentationCode1
Injecting Entity Types into Entity-Guided Text GenerationCode1
Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute ManipulationCode1
Investigating African-American Vernacular English in Transformer-Based Text GenerationCode1
Data-to-text Generation by Splicing Together Nearest NeighborsCode1
Revisiting Interpolation Augmentation for Speech-to-Text GenerationCode1
Generating Market Comments Referring to External ResourcesCode1
Reviving Any-Subset Autoregressive Models with Principled Parallel Sampling and Speculative DecodingCode1
Reward-Augmented Decoding: Efficient Controlled Text Generation With a Unidirectional Reward ModelCode1
Generating Radiology Reports via Memory-driven TransformerCode1
Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language ModelsCode1
Knowledge-Augmented Language Model VerificationCode1
Changing the Mind of Transformers for Topically-Controllable Language GenerationCode1
Generating Sequences With Recurrent Neural NetworksCode1
RoMe: A Robust Metric for Evaluating Natural Language GenerationCode1
RTGen: Generating Region-Text Pairs for Open-Vocabulary Object DetectionCode1
Generating Summaries with Controllable Readability LevelsCode1
Cross-Lingual Natural Language Generation via Pre-TrainingCode1
RARR: Researching and Revising What Language Models Say, Using Language ModelsCode1
Improving Open-Ended Text Generation via Adaptive DecodingCode1
Chart-to-Text: Generating Natural Language Descriptions for Charts by Adapting the Transformer ModelCode1
COLLIE: Systematic Construction of Constrained Text Generation TasksCode1
Improving Question Generation with Multi-level Content PlanningCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified