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 501550 of 5335 papers

TitleStatusHype
LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive ModelsCode1
Large Language Model Inference Acceleration: A Comprehensive Hardware PerspectiveCode1
Dual Inference for Improving Language Understanding and GenerationCode1
Large Language Models in the Clinic: A Comprehensive BenchmarkCode1
ALaRM: Align Language Models via Hierarchical Rewards ModelingCode1
Dual Supervised Learning for Natural Language Understanding and GenerationCode1
BARTScore: Evaluating Generated Text as Text GenerationCode1
Latent Diffusion Model for DNA Sequence GenerationCode1
Algorithmic Capabilities of Random TransformersCode1
Latent Space Energy-Based Model of Symbol-Vector Coupling for Text Generation and ClassificationCode1
E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential RecommendationCode1
EditEval: An Instruction-Based Benchmark for Text ImprovementsCode1
Empowering parameter-efficient transfer learning by recognizing the kernel structure in self-attentionCode1
An Empirical Investigation of Pre-Trained Transformer Language Models for Open-Domain Dialogue GenerationCode1
DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and QuantizationCode1
Do Language Models Plagiarize?Code1
Diverse Text Generation via Variational Encoder-Decoder Models with Gaussian Process PriorsCode1
Domain-Specific Text Generation for Machine TranslationCode1
Discovering Textual Structures: Generative Grammar Induction using Template TreesCode1
DiscoScore: Evaluating Text Generation with BERT and Discourse CoherenceCode1
DisCup: Discriminator Cooperative Unlikelihood Prompt-tuning for Controllable Text GenerationCode1
DiscoDVT: Generating Long Text with Discourse-Aware Discrete Variational TransformerCode1
Direct speech-to-speech translation with discrete unitsCode1
DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense KnowledgeCode1
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence ModelsCode1
Diffusion Guided Language ModelingCode1
Diffusion Models for Non-autoregressive Text Generation: A SurveyCode1
Diffuse Everything: Multimodal Diffusion Models on Arbitrary State SpacesCode1
Differentiable Tree Operations Promote Compositional GeneralizationCode1
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLMCode1
Differentially Private Fine-tuning of Language ModelsCode1
Defending Against Unforeseen Failure Modes with Latent Adversarial TrainingCode1
Adversarial Text Rewriting for Text-aware Recommender SystemsCode1
Dependency-based Mixture Language ModelsCode1
Empowering Diffusion Models on the Embedding Space for Text GenerationCode1
Directed Acyclic Transformer Pre-training for High-quality Non-autoregressive Text GenerationCode1
DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed GraphsCode1
Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed GraphsCode1
FastSeq: Make Sequence Generation FasterCode1
Data-to-text Generation with Variational Sequential PlanningCode1
Data-to-text Generation with Macro PlanningCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
Data-to-Text Bilingual GenerationCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
Data-to-Text Generation with Iterative Text EditingCode1
DART: Open-Domain Structured Data Record to Text GenerationCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text GenerationCode1
Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRTCode1
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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 (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)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