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 13011350 of 5335 papers

TitleStatusHype
Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text GenerationCode0
Keyphrase Extraction for N-best Reranking in Multi-Sentence CompressionCode0
For Generated Text, Is NLI-Neutral Text the Best Text?Code0
Kernelized Bayesian Softmax for Text GenerationCode0
Keeping Notes: Conditional Natural Language Generation with a Scratchpad MechanismCode0
Answering Naturally: Factoid to Full length Answer GenerationCode0
Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review GenerationCode0
KEST: Kernel Distance Based Efficient Self-Training for Improving Controllable Text GenerationCode0
Bollyrics: Automatic Lyrics Generator for Romanised HindiCode0
BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language GenerationCode0
BMX: Boosting Natural Language Generation Metrics with ExplainabilityCode0
Improving Multilingual Neural Machine Translation by Utilizing Semantic and Linguistic FeaturesCode0
Is Multilingual BERT Fluent in Language Generation?Code0
Is neural language acquisition similar to natural? A chronological probing studyCode0
Adversarial Text Generation via Feature-Mover's DistanceCode0
On the Robustness of Editing Large Language ModelsCode0
BLEU is Not Suitable for the Evaluation of Text SimplificationCode0
Blacks is to Anger as Whites is to Joy? Understanding Latent Affective Bias in Large Pre-trained Neural Language ModelsCode0
Adversarial Sub-sequence for Text GenerationCode0
A Novel Corpus of Discourse Structure in Humans and ComputersCode0
BLAB Reporter: Automated journalism covering the Blue AmazonCode0
A Non-monotonic Self-terminating Language ModelCode0
IPAD: Inverse Prompt for AI Detection -- A Robust and Explainable LLM-Generated Text DetectorCode0
Investigating Wit, Creativity, and Detectability of Large Language Models in Domain-Specific Writing Style Adaptation of Reddit's ShowerthoughtsCode0
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text RecognitionCode0
Adversarial Ranking for Language GenerationCode0
Investigating Linguistic Pattern Ordering in Hierarchical Natural Language GenerationCode0
Investigating Metric Diversity for Evaluating Long Document SummarisationCode0
Interpretable Charge Predictions for Criminal Cases: Learning to Generate Court Views from Fact DescriptionsCode0
In Tree Structure Should Sentence Be GeneratedCode0
BiBL: AMR Parsing and Generation with Bidirectional Bayesian LearningCode0
Annotating FrameNet via Structure-Conditioned Language GenerationCode0
Adversarial Mutual Information for Text GenerationCode0
BA-LoRA: Bias-Alleviating Low-Rank Adaptation to Mitigate Catastrophic Inheritance in Large Language ModelsCode0
Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language GenerationCode0
INSET: Sentence Infilling with INter-SEntential TransformerCode0
Inspiration through Observation: Demonstrating the Influence of Automatically Generated Text on Creative WritingCode0
Improving Quality and Efficiency in Plan-based Neural Data-to-Text GenerationCode0
In-sample Curriculum Learning by Sequence Completion for Natural Language GenerationCode0
Integrating A.I. in Higher Education: Protocol for a Pilot Study with 'SAMCares: An Adaptive Learning Hub'Code0
Investigating Strategies for Clause RecommendationCode0
Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian DistributionCode0
An Invariant Learning Characterization of Controlled Text GenerationCode0
Inherent Biases in Reference based Evaluation for Grammatical Error Correction and Text SimplificationCode0
InfoDiffusion: Information Entropy Aware Diffusion Process for Non-Autoregressive Text GenerationCode0
Adversarial Feature Matching for Text GenerationCode0
Inherent Biases in Reference-based Evaluation for Grammatical Error CorrectionCode0
Incremental Beam Manipulation for Natural Language GenerationCode0
In-Context Learning for Preserving Patient Privacy: A Framework for Synthesizing Realistic Patient Portal MessagesCode0
Beyond Factual Accuracy: Evaluating Coverage of Diverse Factual Information in Long-form Text GenerationCode0
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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