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 4201–4250 of 5335 papers

TitleStatusHype
Developing the Bangla RST Discourse Treebank—0
Development of an Inclusive Educational Platform Using Open Technologies and Machine Learning: A Case Study on Accessibility Enhancement—0
Development of Pre-Trained Transformer-based Models for the Nepali Language—0
DFX: A Low-latency Multi-FPGA Appliance for Accelerating Transformer-based Text Generation—0
DHP Benchmark: Are LLMs Good NLG Evaluators?—0
Dia-LLaMA: Towards Large Language Model-driven CT Report Generation—0
Dialog Generation Using Multi-Turn Reasoning Neural Networks—0
Dialogue-act-driven Conversation Model : An Experimental Study—0
DiffCap: Exploring Continuous Diffusion on Image Captioning—0
Differentiable Expected BLEU for Text Generation—0
Privacy-Preserving In-Context Learning for Large Language Models—0
Differential Privacy Mechanisms in Neural Tangent Kernel Regression—0
Diffusion Glancing Transformer for Parallel Sequence to Sequence Learning—0
DiffSampling: Enhancing Diversity and Accuracy in Neural Text Generation—0
DiffuCom: A novel diffusion model for comment generation—0
DiffuDetox: A Mixed Diffusion Model for Text Detoxification—0
DiffusER: Discrete Diffusion via Edit-based Reconstruction—0
DiffuSIA: A Spiral Interaction Architecture for Encoder-Decoder Text Diffusion—0
Diffusion-EXR: Controllable Review Generation for Explainable Recommendation via Diffusion Models—0
Diffusion Models in NLP: A Survey—0
A Survey of Diffusion Models in Natural Language Processing—0
Diffusion-NAT: Self-Prompting Discrete Diffusion for Non-Autoregressive Text Generation—0
Diffusion-nested Auto-Regressive Synthesis of Heterogeneous Tabular Data—0
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs—0
Directed Domain Fine-Tuning: Tailoring Separate Modalities for Specific Training Tasks—0
Direct Speech-to-Speech Neural Machine Translation: A Survey—0
DISCO : efficient unsupervised decoding for discrete natural language problems via convex relaxation—0
Discourse Annotation of Non-native Spontaneous Spoken Responses Using the Rhetorical Structure Theory Framework—0
Discourse-Aware Neural Rewards for Coherent Text Generation—0
Discourse-Aware Soft Prompting for Text Generation—0
Discourse-Aware Prompt Design for Text Generation—0
Discourse-Driven Narrative Generation With Bipartite Planning—0
Discourse Planning with an N-gram Model of Relations—0
Discovering Latent Structure in Task-Oriented Dialogues—0
Discovering Non-Monotonic Autoregressive Ordering for Text Generation Models using Sinkhorn Distributions—0
Discovering User Groups for Natural Language Generation—0
Discrete Copula Diffusion—0
Discrete Diffusion Language Model for Long Text Summarization—0
Discrete Structural Planning for Generating Diverse Translations—0
Discrete Structural Planning for Neural Machine Translation—0
Discrete Structural Planning for Neural Machine Translation—0
Discrete Variational Attention Models for Language Generation—0
Improve Variational Autoencoder for Text Generationwith Discrete Latent Bottleneck—0
Discrimination between Similar Languages, Varieties and Dialects using CNN- and LSTM-based Deep Neural Networks—0
Discriminative Syntax-Based Word Ordering for Text Generation—0
Disentangled Generation Network for Enlarged License Plate Recognition and A Unified Dataset—0
Disentangling Likes and Dislikes in Personalized Generative Explainable Recommendation—0
DISLOG: A logic-based language for processing discourse structures—0
Dispersed EM-VAEs for Interpretable Text Generation—0
Positioning yourself in the maze of Neural Text Generation: A Task-Agnostic Survey—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