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 45014550 of 5335 papers

TitleStatusHype
BatchGEMBA: Token-Efficient Machine Translation Evaluation with Batched Prompting and Prompt CompressionCode0
QA-prompting: Improving Summarization with Large Language Models using Question-AnsweringCode0
Enhancing AI Assisted Writing with One-Shot Implicit Negative FeedbackCode0
LLaVA Needs More Knowledge: Retrieval Augmented Natural Language Generation with Knowledge Graph for Explaining Thoracic PathologiesCode0
Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text GenerationCode0
Avicenna: a challenge dataset for natural language generation toward commonsense syllogistic reasoningCode0
KEST: Kernel Distance Based Efficient Self-Training for Improving Controllable Text GenerationCode0
A Good Sample is Hard to Find: Noise Injection Sampling and Self-Training for Neural Language Generation ModelsCode0
ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge GraphsCode0
Enhance Incomplete Utterance Restoration by Joint Learning Token Extraction and Text GenerationCode0
AppealCase: A Dataset and Benchmark for Civil Case Appeal ScenariosCode0
Context-Aware Visual Policy Network for Fine-Grained Image CaptioningCode0
Answering Naturally: Factoid to Full length Answer GenerationCode0
Filtering Noisy Dialogue Corpora by Connectivity and Content RelatednessCode0
End-to-End Knowledge-Routed Relational Dialogue System for Automatic DiagnosisCode0
Kernelized Bayesian Softmax for Text GenerationCode0
For Generated Text, Is NLI-Neutral Text the Best Text?Code0
LLM Internal States Reveal Hallucination Risk Faced With a QueryCode0
Keeping Notes: Conditional Natural Language Generation with a Scratchpad MechanismCode0
QTUNA: A Corpus for Understanding How Speakers Use QuantificationCode0
A Bias-Variance-Covariance Decomposition of Kernel Scores for Generative ModelsCode0
A Novel Corpus of Discourse Structure in Humans and ComputersCode0
Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review GenerationCode0
Is neural language acquisition similar to natural? A chronological probing studyCode0
UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in RecommendationCode0
WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetCode0
Is Multilingual BERT Fluent in Language Generation?Code0
Quantifying Bias from Decoding Techniques in Natural Language GenerationCode0
End-to-end Image Captioning Exploits Distributional Similarity in Multimodal SpaceCode0
On the Robustness of Editing Large Language ModelsCode0
UFO: a Unified and Flexible Framework for Evaluating Factuality of Large Language ModelsCode0
A Gold Standard Methodology for Evaluating Accuracy in Data-To-Text SystemsCode0
A Non-monotonic Self-terminating Language ModelCode0
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text RecognitionCode0
Well, that escalated quickly: The Single-Turn Crescendo Attack (STCA)Code0
TOPFORMER: Topology-Aware Authorship Attribution of Deepfake Texts with Diverse Writing StylesCode0
Substance over Style: Document-Level Targeted Content TransferCode0
IPAD: Inverse Prompt for AI Detection -- A Robust and Explainable LLM-Generated Text DetectorCode0
Local and Global Decoding in Text GenerationCode0
End-to-End Content and Plan Selection for Data-to-Text GenerationCode0
Investigating Wit, Creativity, and Detectability of Large Language Models in Domain-Specific Writing Style Adaptation of Reddit's ShowerthoughtsCode0
ENCONTER: Entity Constrained Progressive Sequence Generation via Insertion-based TransformerCode0
QuaSE: Sequence Editing under Quantifiable GuidanceCode0
Localizing Factual Inconsistencies in Attributable Text GenerationCode0
AutoTemplate: A Simple Recipe for Lexically Constrained Text GenerationCode0
Subword Segmental Machine Translation: Unifying Segmentation and Target Sentence GenerationCode0
Query-Variant Advertisement Text Generation with Association KnowledgeCode0
Investigating the Robustness of Natural Language Generation from Logical Forms via Counterfactual SamplesCode0
Investigating Strategies for Clause RecommendationCode0
Investigating Metric Diversity for Evaluating Long Document SummarisationCode0
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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