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 751800 of 5335 papers

TitleStatusHype
ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot FillerCode1
AutoAD: Movie Description in ContextCode1
CoCon: A Self-Supervised Approach for Controlled Text GenerationCode1
How Large Language Models are Transforming Machine-Paraphrased PlagiarismCode1
CodeExp: Explanatory Code Document GenerationCode1
How Good Are GPT Models at Machine Translation? A Comprehensive EvaluationCode1
ELMER: A Non-Autoregressive Pre-trained Language Model for Efficient and Effective Text GenerationCode1
Efficient Task-Oriented Dialogue Systems with Response Selection as an Auxiliary TaskCode1
How to Select Datapoints for Efficient Human Evaluation of NLG Models?Code1
EmoDynamiX: Emotional Support Dialogue Strategy Prediction by Modelling MiXed Emotions and Discourse DynamicsCode1
Hello, It's GPT-2 -- How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue SystemsCode1
Motion2Language, unsupervised learning of synchronized semantic motion segmentationCode1
EmpTransfo: A Multi-head Transformer Architecture for Creating Empathetic Dialog SystemsCode1
Bootstrapping Interactive Image-Text Alignment for Remote Sensing Image CaptioningCode1
A Methodology for Generative Spelling Correction via Natural Spelling Errors Emulation across Multiple Domains and LanguagesCode1
Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed GraphsCode1
A Personalized Conversational Benchmark: Towards Simulating Personalized ConversationsCode1
Bounding the Capabilities of Large Language Models in Open Text Generation with Prompt ConstraintsCode1
Brain2Word: Decoding Brain Activity for Language GenerationCode1
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data HidingCode1
MedSyn: LLM-based Synthetic Medical Text Generation FrameworkCode1
Enhancing adversarial robustness in Natural Language Inference using explanationsCode1
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language GenerationCode1
Multimodal Graph Learning for Generative TasksCode1
DocLens: Multi-aspect Fine-grained Evaluation for Medical Text GenerationCode1
Enhancing High-order Interaction Awareness in LLM-based Recommender ModelCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
NameGuess: Column Name Expansion for Tabular DataCode1
Neural Pipeline for Zero-Shot Data-to-Text GenerationCode1
Neural semi-Markov CRF for Monolingual Word AlignmentCode1
HONEST: Measuring Hurtful Sentence Completion in Language ModelsCode1
NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead HeuristicsCode1
Bias Out-of-the-Box: An Empirical Analysis of Intersectional Occupational Biases in Popular Generative Language ModelsCode1
CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational RecommendationCode1
Bridging the Gap between Different Vocabularies for LLM EnsembleCode1
CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP ModelsCode1
Non-Exchangeable Conformal Language Generation with Nearest NeighborsCode1
Not All Errors are Equal: Learning Text Generation Metrics using Stratified Error SynthesisCode1
Click: Controllable Text Generation with Sequence Likelihood Contrastive LearningCode1
Brush Your Text: Synthesize Any Scene Text on Images via Diffusion ModelCode1
CLIP-Diffusion-LM: Apply Diffusion Model on Image CaptioningCode1
Hate a Little Less, Love a Little More! Proactively Curbing Online Hatred via Hate Speech NormalizationCode1
A Unified Encoder-Decoder Framework with Entity MemoryCode1
Evaluating Factuality in Generation with Dependency-level EntailmentCode1
Integrating UMLS Knowledge into Large Language Models for Medical Question AnsweringCode1
CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsCode1
AUGNLG: Few-shot Natural Language Generation using Self-trained Data AugmentationCode1
CiteTracker: Correlating Image and Text for Visual TrackingCode1
Empathy Level Alignment via Reinforcement Learning for Empathetic Response GenerationCode1
CityGPT: Empowering Urban Spatial Cognition of Large Language ModelsCode1
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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