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 48014850 of 5335 papers

TitleStatusHype
CHIME: Cross-passage Hierarchical Memory Network for Generative Review Question AnsweringCode0
Analyzing constrained LLM through PDFA-learningCode0
Multidimensional Evaluation for Text Style Transfer Using ChatGPTCode0
Multi-Dimensional Evaluation of Text Summarization with In-Context LearningCode0
Do Encoder Representations of Generative Dialogue Models have sufficient summary of the Information about the task ?Code0
Towards Feasible Counterfactual Explanations: A Taxonomy Guided Template-based NLG MethodCode0
Multi-FAct: Assessing Factuality of Multilingual LLMs using FActScoreCode0
GraphText: Graph Reasoning in Text SpaceCode0
Uniform Complexity for Text GenerationCode0
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning FrameworkCode0
Do Encoder Representations of Generative Dialogue Models Encode Sufficient Information about the Task ?Code0
Document-Level Text Generation with Minimum Bayes Risk Decoding using Optimal TransportCode0
Doc2Dict: Information Extraction as Text GenerationCode0
Multilingual Encoder Knows more than You Realize: Shared Weights Pretraining for Extremely Low-Resource LanguagesCode0
Unifying Human and Statistical Evaluation for Natural Language GenerationCode0
Graphine: A Dataset for Graph-aware Terminology Definition GenerationCode0
Multilingual Gloss-free Sign Language Translation: Towards Building a Sign Language Foundation ModelCode0
Do Boat and Ocean Suggest Beach? Dialogue Summarization with External KnowledgeCode0
TED-VITON: Transformer-Empowered Diffusion Models for Virtual Try-OnCode0
Cheetah: Natural Language Generation for 517 African LanguagesCode0
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language ModelsCode0
An Actor-Critic Algorithm for Sequence PredictionCode0
DnDScore: Decontextualization and Decomposition for Factuality Verification in Long-Form Text GenerationCode0
TegTok: Augmenting Text Generation via Task-specific and Open-world KnowledgeCode0
Graph-based Uncertainty Metrics for Long-form Language Model OutputsCode0
Graph-based Keyword Planning for Legal Clause Generation from TopicsCode0
GraphAgent: Agentic Graph Language AssistantCode0
Diversity-Promoting GAN: A Cross-Entropy Based Generative Adversarial Network for Diversified Text GenerationCode0
Graph2Seq: Graph to Sequence Learning with Attention-based Neural NetworksCode0
Adversarial Text Generation via Feature-Mover's DistanceCode0
Retrieve, Generate, Evaluate: A Case Study for Medical Paraphrases Generation with Small Language ModelsCode0
AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples GenerationCode0
VG-TVP: Multimodal Procedural Planning via Visually Grounded Text-Video PromptingCode0
GLTR: Statistical Detection and Visualization of Generated TextCode0
Automatically Neutralizing Subjective Bias in TextCode0
Template-free Data-to-Text Generation of Finnish Sports NewsCode0
ReFeR: Improving Evaluation and Reasoning through Hierarchy of ModelsCode0
Multiresolution Recurrent Neural Networks: An Application to Dialogue Response GenerationCode0
ChatGPT to Replace Crowdsourcing of Paraphrases for Intent Classification: Higher Diversity and Comparable Model RobustnessCode0
CHARD: Clinical Health-Aware Reasoning Across Dimensions for Text Generation ModelsCode0
Challenges in Measuring Bias via Open-Ended Language GenerationCode0
Diverse Video Captioning by Adaptive Spatio-temporal AttentionCode0
Revisiting Generative Commonsense Reasoning: A Pre-Ordering ApproachCode0
Diverse Keyphrase Generation with Neural Unlikelihood TrainingCode0
Challenges in Data-to-Document GenerationCode0
Revisiting Sentence Union Generation as a Testbed for Text ConsolidationCode0
Distributional Discrepancy: A Metric for Unconditional Text GenerationCode0
Distilling Knowledge Learned in BERT for Text GenerationCode0
DisGeM: Distractor Generation for Multiple Choice Questions with Span MaskingCode0
Unifying Text, Tables, and Images for Multimodal Question AnsweringCode0
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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