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 401450 of 5335 papers

TitleStatusHype
Striking Gold in Advertising: Standardization and Exploration of Ad Text GenerationCode1
A BERT-based Distractor Generation Scheme with Multi-tasking and Negative Answer Training StrategiesCode1
Can Knowledge Graphs Simplify Text?Code1
Explanation as a Watermark: Towards Harmless and Multi-bit Model Ownership Verification via Watermarking Feature AttributionCode1
AraGPT2: Pre-Trained Transformer for Arabic Language GenerationCode1
COLLIE: Systematic Construction of Constrained Text Generation TasksCode1
Exposing Numeracy Gaps: A Benchmark to Evaluate Fundamental Numerical Abilities in Large Language ModelsCode1
AraT5: Text-to-Text Transformers for Arabic Language GenerationCode1
AR-Diffusion: Auto-Regressive Diffusion Model for Text GenerationCode1
A Frustratingly Simple Decoding Method for Neural Text GenerationCode1
FeTaQA: Free-form Table Question AnsweringCode1
Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language GenerationCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation ApproachCode1
DEGREE: A Data-Efficient Generation-Based Event Extraction ModelCode1
Conditioned Text Generation with Transfer for Closed-Domain Dialogue SystemsCode1
Conditioned Query Generation for Task-Oriented Dialogue SystemsCode1
A Reparameterized Discrete Diffusion Model for Text GenerationCode1
Evaluating the Generation Capabilities of Large Chinese Language ModelsCode1
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationCode1
A Generative Language Model for Few-shot Aspect-Based Sentiment AnalysisCode1
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet ExtractionCode1
A Generative Model for Joint Natural Language Understanding and GenerationCode1
GenAug: Data Augmentation for Finetuning Text GeneratorsCode1
Context-Tuning: Learning Contextualized Prompts for Natural Language GenerationCode1
A Simple and Efficient Multi-Task Learning Approach for Conditioned Dialogue GenerationCode1
Evidence-Aware Inferential Text Generation with Vector Quantised Variational AutoEncoderCode1
Building Efficient Universal Classifiers with Natural Language InferenceCode1
Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute ManipulationCode1
Data-to-text Generation by Splicing Together Nearest NeighborsCode1
AGIR: Automating Cyber Threat Intelligence Reporting with Natural Language GenerationCode1
Generating Training Data with Language Models: Towards Zero-Shot Language UnderstandingCode1
Evaluating the Evaluation of Diversity in Natural Language GenerationCode1
ContraCLM: Contrastive Learning For Causal Language ModelCode1
e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language TasksCode1
AI-generated text boundary detection with RoFTCode1
Bringing Stories Alive: Generating Interactive Fiction WorldsCode1
T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted AttackCode1
Brush Your Text: Synthesize Any Scene Text on Images via Diffusion ModelCode1
Bridging the Gap between Different Vocabularies for LLM EnsembleCode1
GENIUS: Sketch-based Language Model Pre-training via Extreme and Selective Masking for Text Generation and AugmentationCode1
Controllable Generation from Pre-trained Language Models via Inverse PromptingCode1
Adversarial Decoding: Generating Readable Documents for Adversarial ObjectivesCode1
GLAT: Glancing at Latent Variables for Parallel Text GenerationCode1
Controllable Text Generation via Probability Density Estimation in the Latent SpaceCode1
Controllable Text Generation with Neurally-Decomposed OracleCode1
A Benchmark for Evaluating Machine Translation Metrics on Dialects Without Standard OrthographyCode1
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender SystemCode1
Evaluating Factual Consistency of Texts with Semantic Role LabelingCode1
A Comprehensive Survey of Accelerated Generation Techniques in Large Language ModelsCode1
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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 (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)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