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 52515300 of 5335 papers

TitleStatusHype
Sobolev GANCode0
Evaluating The Effectiveness of Capsule Neural Network in Toxic Comment Classification using Pre-trained BERT EmbeddingsCode0
Plan-then-Seam: Towards Efficient Table-to-Text GenerationCode0
PLATO: Pre-trained Dialogue Generation Model with Discrete Latent VariableCode0
Evaluating Text Generation from Discourse Representation StructuresCode0
Evaluating Text GANs as Language ModelsCode0
Evaluating Semantic Accuracy of Data-to-Text Generation with Natural Language InferenceCode0
Von Mises-Fisher Loss for Training Sequence to Sequence Models with Continuous OutputsCode0
Copyright-Protected Language Generation via Adaptive Model FusionCode0
Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and ProactivityCode0
Soft Alignment Objectives for Robust Adaptation of Language GenerationCode0
Copy mechanism and tailored training for character-based data-to-text generationCode0
PluGeN: Multi-Label Conditional Generation From Pre-Trained ModelsCode0
A Hierarchical Model for Data-to-Text GenerationCode0
A Cascade Approach to Neural Abstractive Summarization with Content Selection and FusionCode0
T-REx: A Large Scale Alignment of Natural Language with Knowledge Base TriplesCode0
Temporally-Grounded Language Generation: A Benchmark for Real-Time Vision-Language ModelsCode0
A Brief Study on the Effects of Training Generative Dialogue Models with a Semantic lossCode0
PoetryDiffusion: Towards Joint Semantic and Metrical Manipulation in Poetry GenerationCode0
Evaluating Named Entity Recognition: A comparative analysis of mono- and multilingual transformer models on a novel Brazilian corporate earnings call transcripts datasetCode0
Improving Multilingual Neural Machine Translation by Utilizing Semantic and Linguistic FeaturesCode0
Triples-to-isiXhosa (T2X): Addressing the Challenges of Low-Resource Agglutinative Data-to-Text GenerationCode0
ASEM: Enhancing Empathy in Chatbot through Attention-based Sentiment and Emotion ModelingCode0
ConvSDG: Session Data Generation for Conversational SearchCode0
Evaluating Mixed-initiative Conversational Search Systems via User SimulationCode0
Whose Side Are You On? Investigating the Political Stance of Large Language ModelsCode0
POS-Constrained Parallel Decoding for Non-autoregressive GenerationCode0
Zero-Shot Statistical Tests for LLM-Generated Text Detection using Finite Sample Concentration InequalitiesCode0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
Positional Encoding to Control Output Sequence LengthCode0
SpatialVOC2K: A Multilingual Dataset of Images with Annotations and Features for Spatial Relations between ObjectsCode0
Positive Text Reframing under Multi-strategy OptimizationCode0
Investigating Memorization of Conspiracy Theories in Text GenerationCode0
Speaking the Language of Your Listener: Audience-Aware Adaptation via Plug-and-Play Theory of MindCode0
Evaluating Large Language Model Biases in Persona-Steered GenerationCode0
Post-hoc Utterance Refining Method by Entity Mining for Faithful Knowledge Grounded ConversationsCode0
Power-Law Decay Loss for Large Language Model Finetuning: Focusing on Information Sparsity to Enhance Generation QualityCode0
AD-H: Autonomous Driving with Hierarchical AgentsCode0
Controlling the Focus of Pretrained Language Generation ModelsCode0
Specialising Word Vectors for Lexical EntailmentCode0
Specializing Small Language Models towards Complex Style Transfer via Latent Attribute Pre-TrainingCode0
Pragmatically Informative Text GenerationCode0
Controlling Text Edition by Changing Answers of Specific QuestionsCode0
Evaluating Inter-Bilingual Semantic Parsing for Indian LanguagesCode0
Cited Text Spans for Citation Text GenerationCode0
The Unreasonable Ineffectiveness of Nucleus Sampling on Mitigating Text MemorizationCode0
Speeding Up EntmaxCode0
A Semantic Relevance Based Neural Network for Text Summarization and Text SimplificationCode0
Predicting Research Trends From ArxivCode0
Circuit Breaking: Removing Model Behaviors with Targeted AblationCode0
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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