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

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Showing 1701–1750 of 5335 papers

TitleStatusHype
Entertainment chatbot for the digital inclusion of elderly people without abstraction capabilities—0
Entity-based De-noising Modeling for Controllable Dialogue Summarization—0
An Operation Network for Abstractive Sentence Compression—0
Entropy-Guided Watermarking for LLMs: A Test-Time Framework for Robust and Traceable Text Generation—0
Entropy optimized semi-supervised decomposed vector-quantized variational autoencoder model based on transfer learning for multiclass text classification and generation—0
Entropy-UID: A Method for Optimizing Information Density—0
ENTRUST: Argument Reframing with Language Models and Entailment—0
EoRA: Training-free Compensation for Compressed LLM with Eigenspace Low-Rank Approximation—0
Equi-Tuning: Group Equivariant Fine-Tuning of Pretrained Models—0
Are You Robert or RoBERTa? Deceiving Online Authorship Attribution Models Using Neural Text Generators—0
Fighting Fire with Fire: Adversarial Prompting to Generate a Misinformation Detection Dataset—0
Divergent Token Metrics: Measuring degradation to prune away LLM components -- and optimize quantization—0
Distribution Aware Metrics for Conditional Natural Language Generation—0
Distributional Information Embedding: A Framework for Multi-bit Watermarking—0
BioInstruct: Instruction Tuning of Large Language Models for Biomedical Natural Language Processing—0
Fine-grained Controllable Text Generation through In-context Learning with Feedback—0
Distinctive Slogan Generation with Reconstruction—0
Error Norm Truncation: Robust Training in the Presence of Data Noise for Text Generation Models—0
Estimating Subjective Crowd-Evaluations as an Additional Objective to Improve Natural Language Generation—0
CAVALRY-V: A Large-Scale Generator Framework for Adversarial Attacks on Video MLLMs—0
Ev2R: Evaluating Evidence Retrieval in Automated Fact-Checking—0
CBAG: Conditional Biomedical Abstract Generation—0
A Context-aware Convolutional Natural Language Generation model for Dialogue Systems—0
Distinctive Similarity of Clausal Coordinate Ellipsis in Russian Compared to Dutch, Estonian, German, and Hungarian—0
Evaluating a Dynamic Time Warping Based Scoring Algorithm for Facial Expressions in ASL Animations—0
Evaluating an Automata Approach to Query Containment—0
Few-Shot Visual Question Generation: A Novel Task and Benchmark Datasets—0
A Glimpse in ChatGPT Capabilities and its impact for AI research—0
Evaluating Compact LLMs for Zero-Shot Iberian Language Tasks on End-User Devices—0
Evaluating Computational Language Models with Scaling Properties of Natural Language—0
Distilling semantically aware orders for autoregressive image generation—0
Positioning yourself in the maze of Neural Text Generation: A Task-Agnostic Survey—0
BinLin: A Simple Method of Dependency Tree Linearization—0
Evaluating Durability: Benchmark Insights into Multimodal Watermarking—0
Dispersed EM-VAEs for Interpretable Text Generation—0
DISLOG: A logic-based language for processing discourse structures—0
Annotation of Online Shopping Images without Labeled Training Examples—0
CELL your Model: Contrastive Explanations for Large Language Models—0
Annotation Inconsistency and Entity Bias in MultiWOZ—0
Efficient Controlled Language Generation with Low-Rank Autoregressive Reward Models—0
Bilingual-GAN: A Step Towards Parallel Text Generation—0
Few-Shot Table-to-Text Generation with Prompt Planning and Knowledge Memorization—0
Disentangling Likes and Dislikes in Personalized Generative Explainable Recommendation—0
Evaluating NLG systems: A brief introduction—0
Generating Annotated Graphs using the NLG Pipeline Architecture—0
Generating Answering Patterns from Factoid Arabic Questions—0
Disentangled Generation Network for Enlarged License Plate Recognition and A Unified Dataset—0
CFL: Causally Fair Language Models Through Token-level Attribute Controlled Generation—0
Big Bidirectional Insertion Representations for Documents—0
Few-Shot Text Generation with Natural Language Instructions—0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified