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 23012350 of 5335 papers

TitleStatusHype
Ask to Learn: A Study on Curiosity-driven Question Generation0
A Human Evaluation of AMR-to-English Generation Systems0
Abstractive Document Summarization with a Graph-Based Attentional Neural Model0
Exploiting Leaderboards for Large-Scale Distribution of Malicious Models0
ChatMol: A Versatile Molecule Designer Based on the Numerically Enhanced Large Language Model0
Exploiting Image Generality for Lexical Entailment Detection0
Exploiting Discourse Relations between Sentences for Text Clustering0
A Single Example Can Improve Zero-Shot Data Generation0
Explicit, Implicit, and Scattered: Revisiting Event Extraction to Capture Complex Arguments0
ChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task0
A Simple Surface Realization Engine for Telugu0
ChatGPT for President! Presupposed content in politicians versus GPT-generated texts0
ChatGPT Beyond English: Towards a Comprehensive Evaluation of Large Language Models in Multilingual Learning0
A Simple Recipe towards Reducing Hallucination in Neural Surface Realisation0
Explaining Violation Traces with Finite State Natural Language Generation Models0
Explaining Toxic Text via Knowledge Enhanced Text Generation0
ChatGPT: Beginning of an End of Manual Linguistic Data Annotation? Use Case of Automatic Genre Identification0
Explaining Toxic Text via Knowledge Enhanced Text Generation0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization0
Accelerating Multilingual Language Model for Excessively Tokenized Languages0
A Holistic Natural Language Generation Framework for the Semantic Web0
Explaining Face Presentation Attack Detection Using Natural Language0
Explaining Creative Artifacts0
ChatGPT in the Classroom: An Analysis of Its Strengths and Weaknesses for Solving Undergraduate Computer Science Questions0
Explainable Autonomy: A Study of Explanation Styles for Building Clear Mental Models0
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey0
ChatEval: A Tool for the Systematic Evaluation of Chatbots0
CHATATC: Large Language Model-Driven Conversational Agents for Supporting Strategic Air Traffic Flow Management0
Expert-level vision-language foundation model for real-world radiology and comprehensive evaluation0
Experiments with Large Language Models on Retrieval-Augmented Generation for Closed-Source Simulation Software0
Experiments with Generative Models for Dependency Tree Linearization0
A Service-Oriented Architecture for Metaphor Processing0
Experiments in Linear Template Combination using Genetic Algorithms0
Experimental Evaluation of Machine Learning Models for Goal-oriented Customer Service Chatbot with Pipeline Architecture0
Experimental Design to Improve Topic Analysis Based Summarization0
CharGen: High Accurate Character-Level Visual Text Generation Model with MultiModal Encoder0
A Serious Game for Building a Portuguese Lexical-Semantic Network0
A hierarchical approach to vision-based language generation: from simple sentences to complex natural language0
Adapting SimpleNLG to Spanish0
Abstractive Compression of Captions with Attentive Recurrent Neural Networks0
Cross-Image Contrastive Decoding: Precise, Lossless Suppression of Language Priors in Large Vision-Language Models0
1 Million Captioned Dutch Newspaper Images0
Example-based Multilinear Sign Language Generation from a Hierarchical Representation0
Character-level Japanese Text Generation with Attention Mechanism for Chest Radiography Diagnosis0
Exact Sampling and Decoding in High-Order Hidden Markov Models0
Characterizing Variation in Crowd-Sourced Data for Training Neural Language Generators to Produce Stylistically Varied Outputs0
A Sentiment-Controllable Topic-to-Essay Generator with Topic Knowledge Graph0
Evolving Knowledge Distillation with Large Language Models and Active Learning0
Evolutionary perspective on model fine-tuning0
Characterizations of Language Generation With Breadth0
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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