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 801850 of 5335 papers

TitleStatusHype
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense ReasoningCode1
Execution-based Code Generation using Deep Reinforcement LearningCode1
Explaining How Transformers Use Context to Build PredictionsCode1
Explaining and Improving Contrastive Decoding by Extrapolating the Probabilities of a Huge and Hypothetical LMCode1
Explaining Question Answering Models through Text GenerationCode1
Explanation as a Watermark: Towards Harmless and Multi-bit Model Ownership Verification via Watermarking Feature AttributionCode1
Explicit Syntactic Guidance for Neural Text GenerationCode1
Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEsCode1
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender SystemCode1
Exploiting BERT For Multimodal Target Sentiment Classification Through Input Space TranslationCode1
AraGPT2: Pre-Trained Transformer for Arabic Language GenerationCode1
Calibrating Large Language Models Using Their Generations OnlyCode1
Exploring and Adapting Chinese GPT to Pinyin Input MethodCode1
Personalized Image Generation with Large Multimodal ModelsCode1
CoCon: A Self-Supervised Approach for Controlled Text GenerationCode1
Striking Gold in Advertising: Standardization and Exploration of Ad Text GenerationCode1
AraT5: Text-to-Text Transformers for Arabic Language GenerationCode1
Exploring Versatile Generative Language Model Via Parameter-Efficient Transfer LearningCode1
AR-Diffusion: Auto-Regressive Diffusion Model for Text GenerationCode1
Exploring Transformer Text Generation for Medical Dataset AugmentationCode1
Can AI-Generated Text be Reliably Detected?Code1
A Frustratingly Simple Decoding Method for Neural Text GenerationCode1
Adapting a Language Model for Controlled Affective Text GenerationCode1
Can Diffusion Model Achieve Better Performance in Text Generation? Bridging the Gap between Training and Inference!Code1
Extending Context Window of Large Language Models via Semantic CompressionCode1
CodeExp: Explanatory Code Document GenerationCode1
Improving Encoder by Auxiliary Supervision Tasks for Table-to-Text GenerationCode1
Can Knowledge Graphs Simplify Text?Code1
Extracting Latent Steering Vectors from Pretrained Language ModelsCode1
Can Language Models Make Fun? A Case Study in Chinese Comical CrosstalkCode1
Leftover Lunch: Advantage-based Offline Reinforcement Learning for Language ModelsCode1
Factual Serialization Enhancement: A Key Innovation for Chest X-ray Report GenerationCode1
Implicit Representations of Meaning in Neural Language ModelsCode1
Implicit Unlikelihood Training: Improving Neural Text Generation with Reinforcement LearningCode1
FairPrism: Evaluating Fairness-Related Harms in Text GenerationCode1
Fairer Preferences Elicit Improved Human-Aligned Large Language Model JudgmentsCode1
A Reparameterized Discrete Diffusion Model for Text GenerationCode1
fairseq: A Fast, Extensible Toolkit for Sequence ModelingCode1
Closing the Curious Case of Neural Text DegenerationCode1
Image Captioning with Sparse Recurrent Neural NetworkCode1
FastCar: Cache Attentive Replay for Fast Auto-Regressive Video Generation on the EdgeCode1
An Extensible Plug-and-Play Method for Multi-Aspect Controllable Text GenerationCode1
A Generative Language Model for Few-shot Aspect-Based Sentiment AnalysisCode1
FeTaQA: Free-form Table Question AnsweringCode1
Img2Loc: Revisiting Image Geolocalization using Multi-modality Foundation Models and Image-based Retrieval-Augmented GenerationCode1
Cascaded Text Generation with Markov TransformersCode1
Improving Chest X-Ray Report Generation by Leveraging Warm StartingCode1
A Generative Model for Joint Natural Language Understanding and GenerationCode1
Few-Shot Table-to-Text Generation with Prototype MemoryCode1
Neuro2Semantic: A Transfer Learning Framework for Semantic Reconstruction of Continuous Language from Human Intracranial EEGCode1
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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