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 701750 of 5335 papers

TitleStatusHype
Differentiable Tree Operations Promote Compositional GeneralizationCode1
Learning to Generate Better Than Your LLMCode1
CLIP-Diffusion-LM: Apply Diffusion Model on Image CaptioningCode1
GPT-too: A language-model-first approach for AMR-to-text generationCode1
Click: Controllable Text Generation with Sequence Likelihood Contrastive LearningCode1
GPTutor: a ChatGPT-powered programming tool for code explanationCode1
Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented ModelsCode1
DiscoDVT: Generating Long Text with Discourse-Aware Discrete Variational TransformerCode1
Less is More for Long Document Summary Evaluation by LLMsCode1
Directed Acyclic Transformer Pre-training for High-quality Non-autoregressive Text GenerationCode1
CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsCode1
G-Eval: NLG Evaluation using GPT-4 with Better Human AlignmentCode1
Beyond Opinion Mining: Summarizing Opinions of Customer ReviewsCode1
Discovering Textual Structures: Generative Grammar Induction using Template TreesCode1
CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP ModelsCode1
CityGPT: Empowering Urban Spatial Cognition of Large Language ModelsCode1
Grammar Prompting for Domain-Specific Language Generation with Large Language ModelsCode1
Lift Yourself Up: Retrieval-augmented Text Generation with Self MemoryCode1
AutoAD: Movie Description in ContextCode1
Explaining Relationships Between Scientific DocumentsCode1
Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic FactorsCode1
GLAT: Glancing at Latent Variables for Parallel Text GenerationCode1
GLGE: A New General Language Generation Evaluation BenchmarkCode1
A Methodology for Generative Spelling Correction via Natural Spelling Errors Emulation across Multiple Domains and LanguagesCode1
LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided DistillationCode1
Bidimensional Leaderboards: Generate and Evaluate Language Hand in HandCode1
Black Box Adversarial Prompting for Foundation ModelsCode1
Domain-Specific Text Generation for Machine TranslationCode1
GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text GenerationCode1
Do Language Models Plagiarize?Code1
Binary and Ternary Natural Language GenerationCode1
Logical Natural Language Generation from Open-Domain TablesCode1
CiteTracker: Correlating Image and Text for Visual TrackingCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
GENIUS: Sketch-based Language Model Pre-training via Extreme and Selective Masking for Text Generation and AugmentationCode1
Get Your Vitamin C! Robust Fact Verification with Contrastive EvidenceCode1
ECG-Byte: A Tokenizer for End-to-End Generative Electrocardiogram Language ModelingCode1
Goldfish: Monolingual Language Models for 350 LanguagesCode1
DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and QuantizationCode1
Graph Constrained Reinforcement Learning for Natural Language Action SpacesCode1
LUNA: A Framework for Language Understanding and Naturalness AssessmentCode1
LUQ: Long-text Uncertainty Quantification for LLMsCode1
Chart-to-Text: A Large-Scale Benchmark for Chart SummarizationCode1
Chart-to-Text: Generating Natural Language Descriptions for Charts by Adapting the Transformer ModelCode1
Generation-Augmented Retrieval for Open-domain Question AnsweringCode1
DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed GraphsCode1
Changing the Mind of Transformers for Topically-Controllable Language GenerationCode1
Generating with Confidence: Uncertainty Quantification for Black-box Large Language ModelsCode1
An Overview on Controllable Text Generation via Variational Auto-EncodersCode1
A Unified Encoder-Decoder Framework with Entity MemoryCode1
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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