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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2151–2200 of 5335 papers

TitleStatusHype
Mitigating Unsafe Feedback with Learning Constraints—0
Bayesian WeakS-to-Strong from Text Classification to Generation—0
Homeostasis and Sparsity in Transformer—0
Defending against Backdoor Attacks in Natural Language Generation—0
An Empirical Comparison Between N-gram and Syntactic Language Models for Word Ordering—0
Deep Transformer based Data Augmentation with Subword Units for Morphologically Rich Online ASR—0
Basic Principles for Segmenting Thai EDUs—0
Advancing Deep Learning through Probability Engineering: A Pragmatic Paradigm for Modern AI—0
A Bayesian Model for Generative Transition-based Dependency Parsing—0
Deep State Space Models for Unconditional Word Generation—0
DeepSeek vs. o3-mini: How Well can Reasoning LLMs Evaluate MT and Summarization?—0
BART-light: One Decoder Layer Is Enough—0
An Empirical Approach for Modeling Fuzzy Geographical Descriptors—0
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation—0
Deep Learning on Graphs for Natural Language Processing—0
Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs—0
Deep Learning Models For Multiword Expression Identification—0
Barch: an English Dataset of Bar Chart Summaries—0
A Comparison of LSTM and BERT for Small Corpus—0
Hit the Sweet Spot! Span-Level Ensemble for Large Language Models—0
Hotel Scribe: Generating High Variation Hotel Descriptions—0
Deep Learning for Dialogue Systems—0
Deep Learning for Conversational AI—0
Deep Learning Approaches to Text Production—0
Deep Latent-Variable Models for Text Generation—0
BanditSpec: Adaptive Speculative Decoding via Bandit Algorithms—0
An Efficient Keyframes Selection Based Framework for Video Captioning—0
Balancing via Generation for Multi-Class Text Classification Improvement—0
AnCora-UPF: A Multi-Level Annotation of Spanish—0
DeepGen: Diverse Search Ad Generation and Real-Time Customization—0
Balancing Effect of Training Dataset Distribution of Multiple Styles for Multi-Style Text Transfer—0
Advancing Chinese biomedical text mining with community challenges—0
Hiring Now: A Skill-Aware Multi-Attention Model for Job Posting Generation—0
Deep dive into CoCon - A Self Supervised approach for Controlled Text Generation—0
DeepCopy: Grounded Response Generation with Hierarchical Pointer Networks—0
Bailicai: A Domain-Optimized Retrieval-Augmented Generation Framework for Medical Applications—0
Deep Attentive Sentence Ordering Network—0
An Automatic Method for Building a Data-to-Text Generator—0
Advancements in Scientific Controllable Text Generation Methods—0
DEE: Dual-stage Explainable Evaluation Method for Text Generation—0
Deductive Closure Training of Language Models for Coherence, Accuracy, and Updatability—0
BahaBa: A Route Generator System for Mobile Devices—0
Deconstructing NLG Evaluation: Evaluation Practices, Assumptions, and Their Implications—0
Deconstructing Human Literature Reviews -- A Framework for Multi-Document Summarization—0
Bag-of-Vectors Autoencoders for Unsupervised Conditional Text Generation—0
An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation—0
A Comparative Study on Non-Autoregressive Modelings for Speech-to-Text Generation—0
Hot PATE: Private Aggregation of Distributions for Diverse Task—0
De-Confounded Variational Encoder-Decoder for Logical Table-to-Text Generation—0
Deconfounded Causality-aware Parameter-Efficient Fine-Tuning for Problem-Solving Improvement of LLMs—0
Show:102550
← PrevPage 44 of 107Next →
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 (sample)BLEU-134.4—Unverified
2Beam search + A*esque (beam)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