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.

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( Image credit: Adversarial Ranking for Language Generation )

Papers

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Showing 4401–4450 of 5335 papers

TitleStatusHype
Estimating Subjective Crowd-Evaluations as an Additional Objective to Improve Natural Language Generation—0
Ev2R: Evaluating Evidence Retrieval in Automated Fact-Checking—0
Eval all, trust a few, do wrong to none: Comparing sentence generation models—0
Evaluating a Dynamic Time Warping Based Scoring Algorithm for Facial Expressions in ASL Animations—0
Evaluating an Automata Approach to Query Containment—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
Evaluating Consistency and Reasoning Capabilities of Large Language Models—0
Evaluating Creative Language Generation: The Case of Rap Lyric Ghostwriting—0
Evaluating Durability: Benchmark Insights into Multimodal Watermarking—0
Evaluating NLG systems: A brief introduction—0
Evaluating the Correctness of Inference Patterns Used by LLMs for Judgment—0
Evaluating the Effect of Retrieval Augmentation on Social Biases—0
Evaluating the Performance of ChatGPT for Spam Email Detection—0
Evaluating the Reliability and Interaction of Recursively Used Feature Classes for Terminology Extraction—0
Evaluating the State-of-the-Art of End-to-End Natural Language Generation: The E2E NLG Challenge—0
Evaluating the text quality, human likeness and tailoring component of PASS: A Dutch data-to-text system for soccer—0
Evaluation Guidelines to Deal with Implicit Phenomena to Assess Factuality in Data-to-Text Generation—0
Evaluation methodologies in Automatic Question Generation 2013-2018—0
Evaluation Metrics of Language Generation Models for Synthetic Traffic Generation Tasks—0
Evaluation of African American Language Bias in Natural Language Generation—0
Evaluation of a Runyankore grammar engine for healthcare messages—0
Evaluation of Classification Algorithms and Features for Collocation Extraction in Croatian—0
Evaluation of Large Language Models for Summarization Tasks in the Medical Domain: A Narrative Review—0
Evaluation of NMT-Assisted Grammar Transfer for a Multi-Language Configurable Data-to-Text System—0
Evaluation of Online Dialogue Policy Learning Techniques—0
Evaluation of Text Generation: A Survey—0
Evaluation of Thematic Coherence in Microblogs—0
Evaluative Pattern Extraction for Automated Text Generation—0
Event Graph based Sentence Fusion—0
Every picture tells a story: Image-grounded controllable stylistic story generation—0
Evidence-Driven Retrieval Augmented Response Generation for Online Misinformation—0
Evolutionary perspective on model fine-tuning—0
Evolving Knowledge Distillation with Large Language Models and Active Learning—0
Exact Sampling and Decoding in High-Order Hidden Markov Models—0
Example-based Multilinear Sign Language Generation from a Hierarchical Representation—0
Experimental Design to Improve Topic Analysis Based Summarization—0
Experimental Evaluation of Machine Learning Models for Goal-oriented Customer Service Chatbot with Pipeline Architecture—0
Experiments in Linear Template Combination using Genetic Algorithms—0
Experiments with Generative Models for Dependency Tree Linearization—0
Experiments with Large Language Models on Retrieval-Augmented Generation for Closed-Source Simulation Software—0
Expert-level vision-language foundation model for real-world radiology and comprehensive evaluation—0
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey—0
Explainable Autonomy: A Study of Explanation Styles for Building Clear Mental Models—0
Explaining Creative Artifacts—0
Explaining Face Presentation Attack Detection Using Natural Language—0
Explaining Toxic Text via Knowledge Enhanced Text Generation—0
Explaining Toxic Text via Knowledge Enhanced Text Generation—0
Explaining Violation Traces with Finite State Natural Language Generation Models—0
Explicit, Implicit, and Scattered: Revisiting Event Extraction to Capture Complex Arguments—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