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
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence ModelsCode1
ICE-Score: Instructing Large Language Models to Evaluate CodeCode1
First Creating Backgrounds Then Rendering Texts: A New Paradigm for Visual Text BlendingCode1
Fisher Information guided Purification against Backdoor AttacksCode1
Large Language Models Know Your Contextual Search Intent: A Prompting Framework for Conversational SearchCode1
Latent Diffusion for Language 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
Fluent Response Generation for Conversational Question AnsweringCode1
Fusing Pre-Trained Language Models With Multimodal Prompts Through Reinforcement LearningCode1
An Empirical Investigation of Pre-Trained Transformer Language Models for Open-Domain Dialogue GenerationCode1
Changing the Mind of Transformers for Topically-Controllable Language GenerationCode1
Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language ModelsCode1
Fine-grained Text Style Transfer with Diffusion-Based Language ModelsCode1
Finetuning Generative Large Language Models with Discrimination Instructions for Knowledge Graph CompletionCode1
Finding Blind Spots in Evaluator LLMs with Interpretable ChecklistsCode1
Fine-grained Audible Video DescriptionCode1
Chart-to-Text: A Large-Scale Benchmark for Chart SummarizationCode1
FFA-IR: Towards an Explainable and Reliable Medical Report Generation BenchmarkCode1
Fine-Grained Controllable Text Generation Using Non-Residual PromptingCode1
Finetuning Pretrained Transformers into RNNsCode1
Retrieval augmentation of large language models for lay language generationCode1
Few-shot Knowledge Graph-to-Text Generation with Pretrained Language ModelsCode1
Few-shot Natural Language Generation for Task-Oriented DialogCode1
Adversarial Illusions in Multi-Modal EmbeddingsCode1
Certifiably Robust RAG against Retrieval CorruptionCode1
Few-Shot Table-to-Text Generation with Prototype MemoryCode1
Causal-aware Safe Policy Improvement for Task-oriented dialogueCode1
CBF-LLM: Safe Control for LLM AlignmentCode1
Chart-to-Text: Generating Natural Language Descriptions for Charts by Adapting the Transformer ModelCode1
Adversarial Text Rewriting for Text-aware Recommender SystemsCode1
FeTaQA: Free-form Table Question AnsweringCode1
FIREBALL: A Dataset of Dungeons and Dragons Actual-Play with Structured Game State InformationCode1
Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented ModelsCode1
Factual Serialization Enhancement: A Key Innovation for Chest X-ray Report GenerationCode1
Fairer Preferences Elicit Improved Human-Aligned Large Language Model JudgmentsCode1
Fact-Enhanced Synthetic News GenerationCode1
Cascaded Text Generation with Markov TransformersCode1
FairPrism: Evaluating Fairness-Related Harms in Text GenerationCode1
Can Diffusion Model Achieve Better Performance in Text Generation? Bridging the Gap between Training and Inference!Code1
Can AI-Generated Text be Reliably Detected?Code1
Can Knowledge Graphs Simplify Text?Code1
Cascade Reward Sampling for Efficient Decoding-Time AlignmentCode1
Can Language Models Make Fun? A Case Study in Chinese Comical CrosstalkCode1
Extracting Latent Steering Vectors from Pretrained Language ModelsCode1
Facilitating large language model Russian adaptation with Learned Embedding PropagationCode1
fairseq: A Fast, Extensible Toolkit for Sequence ModelingCode1
Calibrating Large Language Models Using Their Generations OnlyCode1
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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