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 901950 of 5335 papers

TitleStatusHype
Defending Against Unforeseen Failure Modes with Latent Adversarial TrainingCode1
A Simple but Effective Approach to Improve Structured Language Model Output for Information ExtractionCode1
A Hierarchical Neural Autoencoder for Paragraphs and DocumentsCode1
Robust Dialogue Utterance Rewriting as Sequence TaggingCode1
RoMe: A Robust Metric for Evaluating Natural Language GenerationCode1
RouteExplainer: An Explanation Framework for Vehicle Routing ProblemCode1
Defending Against Backdoor Attacks in Natural Language GenerationCode1
Act Like a Radiologist: Radiology Report Generation across Anatomical RegionsCode1
Dependency-based Mixture Language ModelsCode1
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLMCode1
Diffusion Guided Language ModelingCode1
Data-to-text Generation with Variational Sequential PlanningCode1
Schema-Guided Natural Language GenerationCode1
SciFive: a text-to-text transformer model for biomedical literatureCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided DecodingCode1
Self-conditioning pre-trained language modelsCode1
Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and MitigationCode1
Closing the Curious Case of Neural Text DegenerationCode1
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented ReasoningCode1
Data-to-text Generation with Macro PlanningCode1
SemStamp: A Semantic Watermark with Paraphrastic Robustness for Text GenerationCode1
Explaining Relationships Between Scientific DocumentsCode1
Sequence Level Contrastive Learning for Text SummarizationCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
CityGPT: Empowering Urban Spatial Cognition of Large Language ModelsCode1
Abstractive Meeting Summarization: A SurveyCode1
Controllable Text Generation with Neurally-Decomposed OracleCode1
Data Generation for Post-OCR correction of Cyrillic handwritingCode1
SimCLS: A Simple Framework for Contrastive Learning of Abstractive SummarizationCode1
Data-to-Text Bilingual GenerationCode1
CoCon: A Self-Supervised Approach for Controlled Text GenerationCode1
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
Data-to-Text Generation with Iterative Text EditingCode1
CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsCode1
CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP ModelsCode1
Click: Controllable Text Generation with Sequence Likelihood Contrastive LearningCode1
Solving Aspect Category Sentiment Analysis as a Text Generation TaskCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
Speculative Decoding with Big Little DecoderCode1
CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text GenerationCode1
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text GenerationCode1
MatTools: Benchmarking Large Language Models for Materials Science ToolsCode1
StackMix and Blot Augmentations for Handwritten Text RecognitionCode1
A Theoretical Analysis of the Repetition Problem in Text GenerationCode1
Step-unrolled Denoising Autoencoders for Text GenerationCode1
CLIP-Diffusion-LM: Apply Diffusion Model on Image CaptioningCode1
Structural Adapters in Pretrained Language Models for AMR-to-text GenerationCode1
CROW: Eliminating Backdoors from Large Language Models via Internal Consistency RegularizationCode1
CTRL: A Conditional Transformer Language Model for Controllable GenerationCode1
Show:102550
← PrevPage 19 of 107Next →

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