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 601650 of 5335 papers

TitleStatusHype
A Call for Clarity in Beam Search: How It Works and When It StopsCode1
Data-to-text Generation with Macro PlanningCode1
AD-LLM: Benchmarking Large Language Models for Anomaly DetectionCode1
Dual Inference for Improving Language Understanding and GenerationCode1
DxFormer: A Decoupled Automatic Diagnostic System Based on Decoder-Encoder Transformer with Dense Symptom RepresentationsCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
Data Generation for Post-OCR correction of Cyrillic handwritingCode1
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
Automatic Jailbreaking of the Text-to-Image Generative AI SystemsCode1
BEAMetrics: A Benchmark for Language Generation Evaluation EvaluationCode1
DART: Open-Domain Structured Data Record to Text GenerationCode1
ELMER: A Non-Autoregressive Pre-trained Language Model for Efficient and Effective Text GenerationCode1
Elucidating the design space of language models for image generationCode1
Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed GraphsCode1
EmpTransfo: A Multi-head Transformer Architecture for Creating Empathetic Dialog SystemsCode1
Enhancing adversarial robustness in Natural Language Inference using explanationsCode1
Enhancing Contextual Understanding in Large Language Models through Contrastive DecodingCode1
Data-to-Text Bilingual GenerationCode1
Directed Acyclic Transformer Pre-training for High-quality Non-autoregressive Text GenerationCode1
Cross-modal Memory Networks for Radiology Report GenerationCode1
ERNIE-ViLG: Unified Generative Pre-training for Bidirectional Vision-Language GenerationCode1
Cross-modality Data Augmentation for End-to-End Sign Language TranslationCode1
Automatic Text Evaluation through the Lens of Wasserstein BarycentersCode1
Evaluating the Evaluation of Diversity in Natural Language GenerationCode1
Evaluating the Generation Capabilities of Large Chinese Language ModelsCode1
e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language TasksCode1
CROW: Eliminating Backdoors from Large Language Models via Internal Consistency RegularizationCode1
Automatic Unit Test Data Generation and Actor-Critic Reinforcement Learning for Code SynthesisCode1
Execution-based Code Generation using Deep Reinforcement LearningCode1
BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text GenerationCode1
Explaining Question Answering Models through Text GenerationCode1
Explanation Graph Generation via Pre-trained Language Models: An Empirical Study with Contrastive LearningCode1
Critic-Guided Decoding for Controlled Text GenerationCode1
BERTScore: Evaluating Text Generation with BERTCode1
Auto-Regressive Next-Token Predictors are Universal LearnersCode1
BERTGEN: Multi-task Generation through BERTCode1
Exploiting Novel GPT-4 APIsCode1
Adversarial Text Rewriting for Text-aware Recommender SystemsCode1
Beyond Opinion Mining: Summarizing Opinions of Customer ReviewsCode1
Extract, Denoise and Enforce: Evaluating and Improving Concept Preservation for Text-to-Text GenerationCode1
Extracting Latent Steering Vectors from Pretrained Language ModelsCode1
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text GenerationCode1
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language ModelingCode1
Fairer Preferences Elicit Improved Human-Aligned Large Language Model JudgmentsCode1
CTRL: A Conditional Transformer Language Model for Controllable GenerationCode1
CounterCurate: Enhancing Physical and Semantic Visio-Linguistic Compositional Reasoning via Counterfactual ExamplesCode1
Back to the Future: Unsupervised Backprop-based Decoding for Counterfactual and Abductive Commonsense ReasoningCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
Show:102550
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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