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
Diverse Text Generation via Variational Encoder-Decoder Models with Gaussian Process PriorsCode1
DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and QuantizationCode1
DiscoScore: Evaluating Text Generation with BERT and Discourse CoherenceCode1
Abg-CoQA: Clarifying Ambiguity in Conversational Question AnsweringCode1
Direct speech-to-speech translation with discrete unitsCode1
Discovering Textual Structures: Generative Grammar Induction using Template TreesCode1
EditEval: An Instruction-Based Benchmark for Text ImprovementsCode1
Diffusion Guided Language ModelingCode1
Black Box Adversarial Prompting for Foundation ModelsCode1
Differentially Private Fine-tuning of Language ModelsCode1
Differentiable Tree Operations Promote Compositional GeneralizationCode1
Empowering Diffusion Models on the Embedding Space for Text GenerationCode1
Dependency-based Mixture Language ModelsCode1
A Simple but Effective Approach to Improve Structured Language Model Output for Information ExtractionCode1
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLMCode1
Diffuse Everything: Multimodal Diffusion Models on Arbitrary State SpacesCode1
Diffusion Models for Non-autoregressive Text Generation: A SurveyCode1
Directed Acyclic Transformer Pre-training for High-quality Non-autoregressive Text GenerationCode1
DiscoDVT: Generating Long Text with Discourse-Aware Discrete Variational TransformerCode1
DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense KnowledgeCode1
DisCup: Discriminator Cooperative Unlikelihood Prompt-tuning for Controllable Text GenerationCode1
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence ModelsCode1
Do Language Models Plagiarize?Code1
An Overview on Controllable Text Generation via Variational Auto-EncodersCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
Defending Against Backdoor Attacks in Natural Language GenerationCode1
Dual Inference for Improving Language Understanding and GenerationCode1
Data-to-Text Generation with Iterative Text EditingCode1
Data-to-Text Bilingual GenerationCode1
Data-to-text Generation with Macro PlanningCode1
Easy and Efficient Transformer : Scalable Inference Solution For large NLP modelCode1
Data Generation for Post-OCR correction of Cyrillic handwritingCode1
A BERT-based Distractor Generation Scheme with Multi-tasking and Negative Answer Training StrategiesCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
Efficient Long Sequence Modeling via State Space Augmented TransformerCode1
Efficient Task-Oriented Dialogue Systems with Response Selection as an Auxiliary TaskCode1
A Plug-and-Play Method for Controlled Text GenerationCode1
Elucidating the design space of language models for image generationCode1
EmoDynamiX: Emotional Support Dialogue Strategy Prediction by Modelling MiXed Emotions and Discourse DynamicsCode1
Data-to-text Generation with Variational Sequential PlanningCode1
EmpTransfo: A Multi-head Transformer Architecture for Creating Empathetic Dialog SystemsCode1
Enhancing adversarial robustness in Natural Language Inference using explanationsCode1
Enhancing Contextual Understanding in Large Language Models through Contrastive DecodingCode1
Erasing Conceptual Knowledge from Language ModelsCode1
Defending Against Unforeseen Failure Modes with Latent Adversarial TrainingCode1
ERNIE-ViLG: Unified Generative Pre-training for Bidirectional Vision-Language GenerationCode1
EEG-to-Text Translation: A Model for Deciphering Human Brain ActivityCode1
CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text GenerationCode1
CTRL: A Conditional Transformer Language Model for Controllable GenerationCode1
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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