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 301350 of 5335 papers

TitleStatusHype
Evaluating Factuality in Generation with Dependency-level EntailmentCode1
A Generative Language Model for Few-shot Aspect-Based Sentiment AnalysisCode1
Cascaded Text Generation with Markov TransformersCode1
Erasing Conceptual Knowledge from Language ModelsCode1
Causal-aware Safe Policy Improvement for Task-oriented dialogueCode1
Cascade Reward Sampling for Efficient Decoding-Time AlignmentCode1
FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Foundation ModelsCode1
Can Knowledge Graphs Simplify Text?Code1
Adapting a Language Model for Controlled Affective Text GenerationCode1
Can Language Models Make Fun? A Case Study in Chinese Comical CrosstalkCode1
A Frustratingly Simple Decoding Method for Neural Text GenerationCode1
Can Diffusion Model Achieve Better Performance in Text Generation? Bridging the Gap between Training and Inference!Code1
Enhancing Contextual Understanding in Large Language Models through Contrastive DecodingCode1
Striking Gold in Advertising: Standardization and Exploration of Ad Text GenerationCode1
Can AI-Generated Text be Reliably Detected?Code1
Content-Based Collaborative Generation for Recommender SystemsCode1
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender SystemCode1
Empathy Level Alignment via Reinforcement Learning for Empathetic Response GenerationCode1
Calibrating Large Language Models Using Their Generations OnlyCode1
Enhancing adversarial robustness in Natural Language Inference using explanationsCode1
Enhancing High-order Interaction Awareness in LLM-based Recommender ModelCode1
Brush Your Text: Synthesize Any Scene Text on Images via Diffusion ModelCode1
Building Efficient Universal Classifiers with Natural Language InferenceCode1
Bridging the Gap between Different Vocabularies for LLM EnsembleCode1
A Critical Evaluation of Evaluations for Long-form Question AnsweringCode1
Bringing Stories Alive: Generating Interactive Fiction WorldsCode1
Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed GraphsCode1
Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware DialogCode1
Empathetic BERT2BERT Conversational Model: Learning Arabic Language Generation with Little DataCode1
MedSyn: LLM-based Synthetic Medical Text Generation FrameworkCode1
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data HidingCode1
CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational RecommendationCode1
Empowering parameter-efficient transfer learning by recognizing the kernel structure in self-attentionCode1
EmpTransfo: A Multi-head Transformer Architecture for Creating Empathetic Dialog SystemsCode1
DocLens: Multi-aspect Fine-grained Evaluation for Medical Text GenerationCode1
Execution-based Code Generation using Deep Reinforcement LearningCode1
FastCar: Cache Attentive Replay for Fast Auto-Regressive Video Generation on the EdgeCode1
Coherence boosting: When your pretrained language model is not paying enough attentionCode1
Bootstrapping Interactive Image-Text Alignment for Remote Sensing Image CaptioningCode1
BOLT: Fast Energy-based Controlled Text Generation with Tunable BiasesCode1
Efficient Inference of Vision Instruction-Following Models with Elastic CacheCode1
EditEval: An Instruction-Based Benchmark for Text ImprovementsCode1
Abg-CoQA: Clarifying Ambiguity in Conversational Question AnsweringCode1
EEG-to-Text Translation: A Model for Deciphering Human Brain ActivityCode1
Efficient Long Sequence Modeling via State Space Augmented TransformerCode1
Efficient Task-Oriented Dialogue Systems with Response Selection as an Auxiliary TaskCode1
Easy and Efficient Transformer : Scalable Inference Solution For large NLP modelCode1
Black Box Adversarial Prompting for Foundation ModelsCode1
BLEURT: Learning Robust Metrics for Text GenerationCode1
E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential RecommendationCode1
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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