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 2651–2700 of 5335 papers

TitleStatusHype
Modular Transformers: Compressing Transformers into Modularized Layers for Flexible Efficient Inference—0
A two-way translation system of Chinese sign language based on computer vision—0
Multi-Dimensional Evaluation of Text Summarization with In-Context LearningCode0
EEL: Efficiently Encoding Lattices for RerankingCode0
CFL: Causally Fair Language Models Through Token-level Attribute Controlled Generation—0
Focused Prefix Tuning for Controllable Text Generation—0
FlexRound: Learnable Rounding based on Element-wise Division for Post-Training QuantizationCode0
Scalable Learning of Latent Language Structure With Logical Offline Cycle Consistency—0
Factually Consistent Summarization via Reinforcement Learning with Textual Entailment Feedback—0
Pre-Trained Language-Meaning Models for Multilingual Parsing and GenerationCode0
Speaking the Language of Your Listener: Audience-Aware Adaptation via Plug-and-Play Theory of MindCode0
An Invariant Learning Characterization of Controlled Text GenerationCode0
Deliberate then Generate: Enhanced Prompting Framework for Text Generation—0
Less Likely Brainstorming: Using Language Models to Generate Alternative Hypotheses—0
KEYword based Sampling (KEYS) for Large Language Models—0
Controlled Text Generation with Hidden Representation TransformationsCode0
Transformer Language Models Handle Word Frequency in Prediction Head—0
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking—0
Abstractive Summarization as Augmentation for Document-Level Event Detection—0
Perceived Trustworthiness of Natural Language Generators—0
A Unified Framework for Slot based Response Generation in a Multimodal Dialogue SystemCode0
Why Does Zero-Shot Cross-Lingual Generation Fail? An Explanation and a Solution—0
Learning to Imagine: Visually-Augmented Natural Language GenerationCode0
HowkGPT: Investigating the Detection of ChatGPT-generated University Student Homework through Context-Aware Perplexity Analysis—0
Do GPTs Produce Less Literal Translations?Code0
CREST: A Joint Framework for Rationalization and Counterfactual Text GenerationCode0
AaKOS: Aspect-adaptive Knowledge-based Opinion Summarization—0
RewriteLM: An Instruction-Tuned Large Language Model for Text Rewriting—0
Response Generation in Longitudinal Dialogues: Which Knowledge Representation Helps?—0
MERGE: Fast Private Text GenerationCode0
EDM3: Event Detection as Multi-task Text GenerationCode0
Not All Metrics Are Guilty: Improving NLG Evaluation by Diversifying ReferencesCode0
Active Learning for Natural Language Generation—0
Revisiting Sentence Union Generation as a Testbed for Text ConsolidationCode0
Balancing Effect of Training Dataset Distribution of Multiple Styles for Multi-Style Text Transfer—0
In-Context Demonstration Selection with Cross Entropy Difference—0
Identifying Informational Sources in News ArticlesCode0
Dolphin: A Challenging and Diverse Benchmark for Arabic NLG—0
A Survey of Diffusion Models in Natural Language Processing—0
MuLER: Detailed and Scalable Reference-based Evaluation—0
Gender Biases in Automatic Evaluation Metrics for Image CaptioningCode0
Scientific Opinion Summarization: Paper Meta-review Generation Dataset, Methods, and EvaluationCode0
Universal Self-Adaptive Prompting—0
Alt-Text with Context: Improving Accessibility for Images on Twitter—0
SAIL: Search-Augmented Instruction Learning—0
Utility-Probability Duality of Neural Networks—0
Peek Across: Improving Multi-Document Modeling via Cross-Document Question-AnsweringCode0
KNN-LM Does Not Improve Open-ended Text Generation—0
Faithful Low-Resource Data-to-Text Generation through Cycle TrainingCode0
The ACL OCL Corpus: Advancing Open Science in Computational Linguistics—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 (sample)BLEU-134.4—Unverified
2Beam search + A*esque (beam)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