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
Diffusion Guided Language ModelingCode1
Directed Acyclic Transformer Pre-training for High-quality Non-autoregressive Text GenerationCode1
Learning to Break the Loop: Analyzing and Mitigating Repetitions for Neural Text GenerationCode1
Coherence boosting: When your pretrained language model is not paying enough attentionCode1
Learning to Rank in Generative RetrievalCode1
Learning to Reason for Text Generation from Scientific TablesCode1
Learning to Transfer Prompts for Text GenerationCode1
Diffuse Everything: Multimodal Diffusion Models on Arbitrary State SpacesCode1
A Methodology for Generative Spelling Correction via Natural Spelling Errors Emulation across Multiple Domains and LanguagesCode1
Differentially Private Fine-tuning of Language ModelsCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
Empowering Diffusion Models on the Embedding Space for Text GenerationCode1
Direct speech-to-speech translation with discrete unitsCode1
Dual Inference for Improving Language Understanding and GenerationCode1
Defending Against Backdoor Attacks in Natural Language GenerationCode1
Defending Against Unforeseen Failure Modes with Latent Adversarial TrainingCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
Bounding the Capabilities of Large Language Models in Open Text Generation with Prompt ConstraintsCode1
Dependency-based Mixture Language ModelsCode1
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data HidingCode1
MedSyn: LLM-based Synthetic Medical Text Generation FrameworkCode1
LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided DistillationCode1
LMRL Gym: Benchmarks for Multi-Turn Reinforcement Learning with Language ModelsCode1
Local Explanation of Dialogue Response GenerationCode1
Explaining Relationships Between Scientific DocumentsCode1
CiteTracker: Correlating Image and Text for Visual TrackingCode1
A Plug-and-Play Method for Controlled Text GenerationCode1
Logical Natural Language Generation from Open-Domain TablesCode1
A Unified Encoder-Decoder Framework with Entity MemoryCode1
Integrating UMLS Knowledge into Large Language Models for Medical Question AnsweringCode1
Data-to-text Generation with Variational Sequential PlanningCode1
Long Text Generation by Modeling Sentence-Level and Discourse-Level CoherenceCode1
AUGNLG: Few-shot Natural Language Generation using Self-trained Data AugmentationCode1
CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational RecommendationCode1
Data-to-Text Generation with Iterative Text EditingCode1
M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-trainingCode1
Data-to-text Generation with Macro PlanningCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
Bringing Stories Alive: Generating Interactive Fiction WorldsCode1
Brush Your Text: Synthesize Any Scene Text on Images via Diffusion ModelCode1
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLMCode1
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
MAUVE: Measuring the Gap Between Neural Text and Human Text using Divergence FrontiersCode1
DART: Open-Domain Structured Data Record to Text GenerationCode1
Data Generation for Post-OCR correction of Cyrillic handwritingCode1
Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRTCode1
Building Efficient Universal Classifiers with Natural Language InferenceCode1
MELLM: Exploring LLM-Powered Micro-Expression Understanding Enhanced by Subtle Motion PerceptionCode1
Empathy Level Alignment via Reinforcement Learning for Empathetic Response GenerationCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
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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