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 10511100 of 5335 papers

TitleStatusHype
Less is More for Long Document Summary Evaluation by LLMsCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
Controllable Generation from Pre-trained Language Models via Inverse PromptingCode1
COSMic: A Coherence-Aware Generation Metric for Image DescriptionsCode1
Controlled Text Generation for Large Language Model with Dynamic Attribute GraphsCode1
Data-to-Text Generation with Iterative Text EditingCode1
ContraCLM: Contrastive Learning For Causal Language ModelCode1
LMRL Gym: Benchmarks for Multi-Turn Reinforcement Learning with Language ModelsCode1
A Distributional Approach to Controlled Text GenerationCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Contrastive Learning with Adversarial Perturbations for Conditional Text GenerationCode1
CPT: A Pre-Trained Unbalanced Transformer for Both Chinese Language Understanding and GenerationCode1
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented ReasoningCode1
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text GenerationCode1
CROW: Eliminating Backdoors from Large Language Models via Internal Consistency RegularizationCode1
Critic-Guided Decoding for Controlled Text GenerationCode1
Data-to-text Generation with Macro PlanningCode1
Leveraging Large Language Models for Concept Graph Recovery and Question Answering in NLP EducationCode1
Cross-modality Data Augmentation for End-to-End Sign Language TranslationCode1
Lift Yourself Up: Retrieval-augmented Text Generation with Self MemoryCode1
LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided DistillationCode1
MELLM: Exploring LLM-Powered Micro-Expression Understanding Enhanced by Subtle Motion PerceptionCode1
Multi-Modal Experience Inspired AI CreationCode1
L-Verse: Bidirectional Generation Between Image and TextCode1
Pix2Cap-COCO: Advancing Visual Comprehension via Pixel-Level CaptioningCode1
Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRTCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
SmartPatch: Improving Handwritten Word Imitation with Patch DiscriminatorsCode1
DART: Open-Domain Structured Data Record to Text GenerationCode1
Learning to Imagine: Visually-Augmented Natural Language GenerationCode0
Learning to Rank Visual Stories From Human Ranking DataCode0
ComplexFormer: Disruptively Advancing Transformer Inference Ability via Head-Specific Complex Vector AttentionCode0
A Systematic Characterization of Sampling Algorithms for Open-ended Language GenerationCode0
Learning to Generate Compositional Color DescriptionsCode0
A Data-Driven Guided Decoding Mechanism for Diagnostic CaptioningCode0
A Syntactic Neural Model for General-Purpose Code GenerationCode0
Learning to Generate Clinically Coherent Chest X-Ray ReportsCode0
Learning to Generate Equitable Text in Dialogue from Biased Training DataCode0
Learning Neural Templates for Text GenerationCode0
Learning Natural Language Generation with Truncated Reinforcement LearningCode0
Learning Latent Semantic Annotations for Grounding Natural Language to Structured DataCode0
Learning from Fact-checkers: Analysis and Generation of Fact-checking LanguageCode0
Learning From Free-Text Human Feedback -- Collect New Datasets Or Extend Existing Ones?Code0
compare-mt: A Tool for Holistic Comparison of Language Generation SystemsCode0
Learning Discourse-level Diversity for Neural Dialog Models using Conditional Variational AutoencodersCode0
Learning from Bootstrapping and Stepwise Reinforcement Reward: A Semi-Supervised Framework for Text Style TransferCode0
Learning to Select, Track, and Generate for Data-to-TextCode0
Layer or Representation Space: What makes BERT-based Evaluation Metrics Robust?Code0
Communication-based Evaluation for Natural Language GenerationCode0
LCTG Bench: LLM Controlled Text Generation BenchmarkCode0
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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 (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)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