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 49515000 of 5335 papers

TitleStatusHype
Neural Text Generation from Structured Data with Application to the Biography DomainCode0
Unlocking Structure Measuring: Introducing PDD, an Automatic Metric for Positional Discourse CoherenceCode0
Text Revision by On-the-Fly Representation OptimizationCode0
Towards smaller, faster decoder-only transformers: Architectural variants and their implicationsCode0
Diversifying Neural Text Generation with Part-of-Speech Guided Softmax and SamplingCode0
Generating Text through Adversarial Training using Skip-Thought VectorsCode0
Generating Text from Uniform Meaning RepresentationCode0
Scalable Micro-planned Generation of Discourse from Structured DataCode0
Unlocking the Potential of Large Language Models for Explainable RecommendationsCode0
A User-Friendly Framework for Generating Model-Preferred Prompts in Text-to-Image SynthesisCode0
NGEP: A Graph-based Event Planning Framework for Story GenerationCode0
niksss at HinglishEval: Language-agnostic BERT-based Contextual Embeddings with Catboost for Quality Evaluation of the Low-Resource Synthetically Generated Code-Mixed Hinglish TextCode0
A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language ModelsCode0
A Unified Framework for Slot based Response Generation in a Multimodal Dialogue SystemCode0
DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual EncodersCode0
Defining and Detecting Vulnerability in Human Evaluation Guidelines: A Preliminary Study Towards Reliable NLG EvaluationCode0
NLEBench+NorGLM: A Comprehensive Empirical Analysis and Benchmark Dataset for Generative Language Models in NorwegianCode0
Generating Signed Language Instructions in Large-Scale Dialogue SystemsCode0
Scaling Laws For Dense RetrievalCode0
NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language ModelsCode0
Generating Sentences from Disentangled Syntactic and Semantic SpacesCode0
Defending Against Neural Fake NewsCode0
Can Large Language Models Generate High-quality Patent Claims?Code0
Non-Autoregressive Document-Level Machine TranslationCode0
Generating Self-Contained and Summary-Centric Question Answer Pairs via Differentiable Reward Imitation LearningCode0
Towards Table-to-Text Generation with Pretrained Language Model: A Table Structure Understanding and Text Deliberating ApproachCode0
Generating Question-Answer HierarchiesCode0
Generating Philosophical Statements using Interpolated Markov Models and Dynamic TemplatesCode0
What's Wrong? Refining Meeting Summaries with LLM FeedbackCode0
Non-Monotonic Sequential Text GenerationCode0
SCAR: Sparse Conditioned Autoencoders for Concept Detection and Steering in LLMsCode0
Generating Personalized Recipes from Historical User PreferencesCode0
Generating Narrative Text in a Switching Dynamical SystemCode0
Unraveling the Mystery of Artifacts in Machine Generated TextCode0
Not All Metrics Are Guilty: Improving NLG Evaluation by Diversifying ReferencesCode0
Adversarial Ranking for Language GenerationCode0
Can adversarial training learn image captioning ?Code0
DeepTextMark: A Deep Learning-Driven Text Watermarking Approach for Identifying Large Language Model Generated TextCode0
Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine DecodingCode0
Audience-Centric Natural Language Generation via Style InfusionCode0
Deep Residual Output Layers for Neural Language GenerationCode0
NumHG: A Dataset for Number-Focused Headline GenerationCode0
Generating Informative Responses with Controlled Sentence FunctionCode0
Calibrating LLM-Based EvaluatorCode0
Towards Understanding Gender-Seniority Compound Bias in Natural Language GenerationCode0
TGIF: A New Dataset and Benchmark on Animated GIF DescriptionCode0
Generating Diverse Descriptions from Semantic GraphsCode0
Generating Diverse and High-Quality Texts by Minimum Bayes Risk DecodingCode0
Deep Reinforcement Learning: An OverviewCode0
THaMES: An End-to-End Tool for Hallucination Mitigation and Evaluation in Large Language ModelsCode0
Show:102550
← PrevPage 100 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 (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