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

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Showing 3401–3450 of 5335 papers

TitleStatusHype
AUTOSUMM: Automatic Model Creation for Text Summarization—0
Paraphrase Generation: A Survey of the State of the Art—0
Grouped-Attention for Content-Selection and Content-Plan Generation—0
Improving Adversarial Text Generation with n-Gram Matching—0
Entity-Based Semantic Adequacy for Data-to-Text Generation—0
proScript: Partially Ordered Scripts Generation—0
Event Graph based Sentence Fusion—0
Building Adaptive Acceptability Classifiers for Neural NLG—0
Coupling Context Modeling with Zero Pronoun Recovering for Document-Level Natural Language GenerationCode0
TWT: Table with Written Text for Controlled Data-to-Text Generation—0
Unseen Entity Handling in Complex Question Answering over Knowledge Base via Language Generation—0
CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs—0
Towards Language Modelling in the Speech Domain Using Sub-word Linguistic Units—0
EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationCode0
From Theories on Styles to their Transfer in Text: Bridging the Gap with a Hierarchical Survey—0
Preventing posterior collapse in variational autoencoders for text generation via decoder regularization—0
Dynamic population-based meta-learning for multi-agent communication with natural language—0
s2s-ft: Fine-Tuning Pretrained Transformer Encoders for Sequence-to-Sequence Learning—0
Generating Watermarked Adversarial Texts—0
SciXGen: A Scientific Paper Dataset for Context-Aware Text Generation—0
GenNI: Human-AI Collaboration for Data-Backed Text Generation—0
The Arabic Parallel Gender Corpus 2.0: Extensions and Analyses—0
Improving Compositional Generalization with Self-Training for Data-to-Text Generation—0
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation—0
MTG: A Benchmarking Suite for Multilingual Text Generation—0
Can Language Models Take A Hint? Prompting for Controllable Contextualized Commonsense Inference—0
Attention as Grounding: Exploring Textual and Cross-Modal Attention on Entities and Relations in Language-and-Vision Transformer—0
Attending to Visual Differences for Situated Language Generation in Changing Scenes—0
Emotion Style Transfer with a Specified Intensity Using Deep Reinforcement Learning—0
How Well Do You Know Your Audience? Toward Socially-aware Question Generation—0
End-to-End Segmentation-based News Summarization—0
Jurassic is (almost) All You Need: Few-Shot Meaning-to-Text Generation for Open-Domain Dialogue—0
RecInDial: A Unified Framework for Conversational Recommendation with Pretrained Language Models—0
Plug-Tagger: A Pluggable Sequence Labeling Framework Using Language Models—0
Rethinking Self-Supervision Objectives for Generalizable Coherence Modeling—0
Hindsight: Posterior-guided training of retrievers for improved open-ended generation—0
Bag-of-Vectors Autoencoders for Unsupervised Conditional Text Generation—0
CLIP4Caption: CLIP for Video Caption—0
Federated Natural Language Generation for Personalized Dialogue System—0
Småprat: DialoGPT for Natural Language Generation of Swedish Dialogue by Transfer Learning—0
A Comparative Study on Non-Autoregressive Modelings for Speech-to-Text Generation—0
VieSum: How Robust Are Transformer-based Models on Vietnamese Summarization?—0
On the Latent Holes of VAEs for Text Generation—0
Cut the CARP: Fishing for zero-shot story evaluation—0
Exploring Conditional Text Generation for Aspect-Based Sentiment AnalysisCode0
Simulated annealing for optimization of graphs and sequences—0
Ensembles and Cocktails: Robust Finetuning for Natural Language Generation—0
OUMG: Objective and Universal Metric for Text Generation with Guiding Ability—0
On Reward Maximization and Distribution Matching for Fine-Tuning Language Models—0
Not-so fine-tuning: Measures of Common Sense for Language Models—0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified