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 351400 of 5335 papers

TitleStatusHype
Evaluating the Evaluation of Diversity in Natural Language GenerationCode1
Can Language Models Make Fun? A Case Study in Chinese Comical CrosstalkCode1
Evaluating the Generation Capabilities of Large Chinese Language ModelsCode1
Execution-based Code Generation using Deep Reinforcement LearningCode1
Exploiting BERT For Multimodal Target Sentiment Classification Through Input Space TranslationCode1
Evaluating Factuality in Generation with Dependency-level EntailmentCode1
Black Box Adversarial Prompting for Foundation ModelsCode1
Calibrating Large Language Models Using Their Generations OnlyCode1
ERNIE-ViLG: Unified Generative Pre-training for Bidirectional Vision-Language GenerationCode1
Building Efficient Universal Classifiers with Natural Language InferenceCode1
Brush Your Text: Synthesize Any Scene Text on Images via Diffusion ModelCode1
ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationCode1
Evaluating Factual Consistency of Texts with Semantic Role LabelingCode1
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender SystemCode1
Striking Gold in Advertising: Standardization and Exploration of Ad Text GenerationCode1
Evaluating Evaluation Metrics: A Framework for Analyzing NLG Evaluation Metrics using Measurement TheoryCode1
Abg-CoQA: Clarifying Ambiguity in Conversational Question AnsweringCode1
Can Diffusion Model Achieve Better Performance in Text Generation? Bridging the Gap between Training and Inference!Code1
Can Knowledge Graphs Simplify Text?Code1
Cascade Reward Sampling for Efficient Decoding-Time AlignmentCode1
Cascaded Text Generation with Markov TransformersCode1
DEGREE: A Data-Efficient Generation-Based Event Extraction ModelCode1
Enhancing High-order Interaction Awareness in LLM-based Recommender ModelCode1
An Overview on Controllable Text Generation via Variational Auto-EncodersCode1
CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational RecommendationCode1
Causal-aware Safe Policy Improvement for Task-oriented dialogueCode1
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense ReasoningCode1
Explaining and Improving Contrastive Decoding by Extrapolating the Probabilities of a Huge and Hypothetical LMCode1
DocLens: Multi-aspect Fine-grained Evaluation for Medical Text GenerationCode1
Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware DialogCode1
CBF-LLM: Safe Control for LLM AlignmentCode1
Adversarial Illusions in Multi-Modal EmbeddingsCode1
Bridging the Gap between Different Vocabularies for LLM EnsembleCode1
Erasing Conceptual Knowledge from Language ModelsCode1
Bounding the Capabilities of Large Language Models in Open Text Generation with Prompt ConstraintsCode1
Brain2Word: Decoding Brain Activity for Language GenerationCode1
Can AI-Generated Text be Reliably Detected?Code1
A Plug-and-Play Method for Controlled Text GenerationCode1
Exploring Transformer Text Generation for Medical Dataset AugmentationCode1
Exploring Versatile Generative Language Model Via Parameter-Efficient Transfer LearningCode1
A Critical Evaluation of Evaluations for Long-form Question AnsweringCode1
Changing the Mind of Transformers for Topically-Controllable Language GenerationCode1
Bootstrapping Interactive Image-Text Alignment for Remote Sensing Image CaptioningCode1
Chart-to-Text: Generating Natural Language Descriptions for Charts by Adapting the Transformer ModelCode1
A BERT-based Distractor Generation Scheme with Multi-tasking and Negative Answer Training StrategiesCode1
Bringing Stories Alive: Generating Interactive Fiction WorldsCode1
Certifiably Robust RAG against Retrieval CorruptionCode1
Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEsCode1
Empowering parameter-efficient transfer learning by recognizing the kernel structure in self-attentionCode1
Empathetic BERT2BERT Conversational Model: Learning Arabic Language Generation with Little DataCode1
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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 (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)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