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 9511000 of 5335 papers

TitleStatusHype
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented ReasoningCode1
Closing the Curious Case of Neural Text DegenerationCode1
LaDiC: Are Diffusion Models Really Inferior to Autoregressive Counterparts for Image-to-Text Generation?Code1
Implicit Unlikelihood Training: Improving Neural Text Generation with Reinforcement LearningCode1
ENT-DESC: Entity Description Generation by Exploring Knowledge GraphCode1
Knowledge Graph-Driven Retrieval-Augmented Generation: Integrating Deepseek-R1 with Weaviate for Advanced Chatbot ApplicationsCode1
Themis: A Reference-free NLG Evaluation Language Model with Flexibility and InterpretabilityCode1
Knowledge Infused DecodingCode1
Context-Tuning: Learning Contextualized Prompts for Natural Language GenerationCode1
Instruct Once, Chat Consistently in Multiple Rounds: An Efficient Tuning Framework for DialogueCode1
Improving Encoder by Auxiliary Supervision Tasks for Table-to-Text GenerationCode1
Improving Conversational Recommender Systems via Knowledge Graph based Semantic FusionCode1
CoCon: A Self-Supervised Approach for Controlled Text GenerationCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
CodeExp: Explanatory Code Document GenerationCode1
TLDR: Token Loss Dynamic Reweighting for Reducing Repetitive Utterance GenerationCode1
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language ModelsCode1
Leftover Lunch: Advantage-based Offline Reinforcement Learning for Language ModelsCode1
DALD: Improving Logits-based Detector without Logits from Black-box LLMsCode1
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text InjectionCode1
Language Models are Unsupervised Multitask LearnersCode1
Improving Open-Ended Text Generation via Adaptive DecodingCode1
Toward Diverse Text Generation with Inverse Reinforcement LearningCode1
Cognitive Mirage: A Review of Hallucinations in Large Language ModelsCode1
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet ExtractionCode1
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text GenerationCode1
A Survey of Knowledge-Enhanced Text GenerationCode1
A Theoretical Analysis of the Repetition Problem in Text GenerationCode1
IndicBART: A Pre-trained Model for Indic Natural Language GenerationCode1
Towards Explainable Harmful Meme Detection through Multimodal Debate between Large Language ModelsCode1
Conditioned Text Generation with Transfer for Closed-Domain Dialogue SystemsCode1
Inference-Time Policy Adapters (IPA): Tailoring Extreme-Scale LMs without Fine-tuningCode1
Gradient-Based Constrained Sampling from Language ModelsCode1
Knowledge-Enhanced Personalized Review Generation with Capsule Graph Neural NetworkCode1
COLD Decoding: Energy-based Constrained Text Generation with Langevin DynamicsCode1
Adaptive Markup Language Generation for Contextually-Grounded Visual Document UnderstandingCode1
Concept Bottleneck Large Language ModelsCode1
iNLTK: Natural Language Toolkit for Indic LanguagesCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
Input Perturbation Reduces Exposure Bias in Diffusion ModelsCode1
Conditioned Query Generation for Task-Oriented Dialogue SystemsCode1
Aligning Language Models with Human Preferences via a Bayesian ApproachCode1
Is ChatGPT a Good NLG Evaluator? A Preliminary StudyCode1
COLLIE: Systematic Construction of Constrained Text Generation TasksCode1
A Temporal Variational Model for Story GenerationCode1
Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement LearningCode1
Towards Unsupervised Language Understanding and Generation by Joint Dual LearningCode1
Interpreting Language Models with Contrastive ExplanationsCode1
Concadia: Towards Image-Based Text Generation with a PurposeCode1
Knowledge-Augmented Language Model VerificationCode1
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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