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 551600 of 5335 papers

TitleStatusHype
CoCon: A Self-Supervised Approach for Controlled Text GenerationCode1
Fusing Pre-Trained Language Models With Multimodal Prompts Through Reinforcement LearningCode1
GEMv2: Multilingual NLG Benchmarking in a Single Line of CodeCode1
Generating Sequences With Recurrent Neural NetworksCode1
Chart-to-Text: A Large-Scale Benchmark for Chart SummarizationCode1
AD-LLM: Benchmarking Large Language Models for Anomaly DetectionCode1
Fork or Fail: Cycle-Consistent Training with Many-to-One MappingsCode1
A Distributional Lens for Multi-Aspect Controllable Text GenerationCode1
A multi-task semi-supervised framework for Text2Graph & Graph2TextCode1
A Cognitive Writing Perspective for Constrained Long-Form Text GenerationCode1
Changing the Mind of Transformers for Topically-Controllable Language GenerationCode1
Fluent Response Generation for Conversational Question AnsweringCode1
Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language ModelsCode1
Focused Attention Improves Document-Grounded GenerationCode1
Fisher Information guided Purification against Backdoor AttacksCode1
Certifiably Robust RAG against Retrieval CorruptionCode1
Chart-to-Text: Generating Natural Language Descriptions for Charts by Adapting the Transformer ModelCode1
Follow the Wisdom of the Crowd: Effective Text Generation via Minimum Bayes Risk DecodingCode1
FrugalScore: Learning Cheaper, Lighter and Faster Evaluation Metricsfor Automatic Text GenerationCode1
Finetuning Generative Large Language Models with Discrimination Instructions for Knowledge Graph CompletionCode1
Fine-grained Text Style Transfer with Diffusion-Based Language ModelsCode1
Finetuning Pretrained Transformers into RNNsCode1
Fine-Grained Controllable Text Generation Using Non-Residual PromptingCode1
Cascaded Text Generation with Markov TransformersCode1
Finding Blind Spots in Evaluator LLMs with Interpretable ChecklistsCode1
FIREBALL: A Dataset of Dungeons and Dragons Actual-Play with Structured Game State InformationCode1
Can Language Models Make Fun? A Case Study in Chinese Comical CrosstalkCode1
Can Knowledge Graphs Simplify Text?Code1
Few-Shot Table-to-Text Generation with Prototype MemoryCode1
Few-shot Knowledge Graph-to-Text Generation with Pretrained Language ModelsCode1
Can Diffusion Model Achieve Better Performance in Text Generation? Bridging the Gap between Training and Inference!Code1
Few-shot Natural Language Generation for Task-Oriented DialogCode1
CodeExp: Explanatory Code Document GenerationCode1
Retrieval augmentation of large language models for lay language generationCode1
Cascade Reward Sampling for Efficient Decoding-Time AlignmentCode1
Fine-grained Audible Video DescriptionCode1
Causal-aware Safe Policy Improvement for Task-oriented dialogueCode1
Striking Gold in Advertising: Standardization and Exploration of Ad Text GenerationCode1
CBF-LLM: Safe Control for LLM AlignmentCode1
Adversarial Illusions in Multi-Modal EmbeddingsCode1
Calibrating Large Language Models Using Their Generations OnlyCode1
Can AI-Generated Text be Reliably Detected?Code1
A Multimodal In-Context Tuning Approach for E-Commerce Product Description GenerationCode1
FeTaQA: Free-form Table Question AnsweringCode1
Automatic Controllable Product Copywriting for E-CommerceCode1
FFA-IR: Towards an Explainable and Reliable Medical Report Generation BenchmarkCode1
First Creating Backgrounds Then Rendering Texts: A New Paradigm for Visual Text BlendingCode1
FUDGE: Controlled Text Generation With Future DiscriminatorsCode1
Generating Summaries with Controllable Readability LevelsCode1
Bridging the Gap between Different Vocabularies for LLM EnsembleCode1
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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