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 1751–1800 of 5335 papers

TitleStatusHype
BioInstruct: Instruction Tuning of Large Language Models for Biomedical Natural Language Processing—0
Evaluating the Effect of Retrieval Augmentation on Social Biases—0
Formalization of Speech Verbs with NooJ for Machine Translation: the French Verb accuser—0
Free-text Rationale Generation under Readability Level Control—0
CGEMs: A Metric Model for Automatic Code Generation using GPT-3—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
A Rusty Link in the AI Supply Chain: Detecting Evil Configurations in Model Repositories—0
From Show to Tell: A Survey on Deep Learning-based Image Captioning—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
Leveraging Language Model Capabilities for Sound Event Detection—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
Challenges and Opportunities in Text Generation Explainability—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
Distinctive Slogan Generation with Reconstruction—0
Evaluation of Text Generation: A Survey—0
Evaluation of Thematic Coherence in Microblogs—0
Evaluative Pattern Extraction for Automated Text Generation—0
A Context-aware Convolutional Natural Language Generation model for Dialogue Systems—0
Distinctive Similarity of Clausal Coordinate Ellipsis in Russian Compared to Dutch, Estonian, German, and Hungarian—0
Focused Prefix Tuning for Controllable Text Generation—0
A Group Fairness Lens for Large Language Models—0
Distilling semantically aware orders for autoregressive image generation—0
Every picture tells a story: Image-grounded controllable stylistic story generation—0
Positioning yourself in the maze of Neural Text Generation: A Task-Agnostic Survey—0
BinLin: A Simple Method of Dependency Tree Linearization—0
Dispersed EM-VAEs for Interpretable Text Generation—0
DISLOG: A logic-based language for processing discourse structures—0
Evolutionary perspective on model fine-tuning—0
Evolving Knowledge Distillation with Large Language Models and Active Learning—0
Annotation of Online Shopping Images without Labeled Training Examples—0
Exact Sampling and Decoding in High-Order Hidden Markov Models—0
Example-based Multilinear Sign Language Generation from a Hierarchical Representation—0
Character-level Japanese Text Generation with Attention Mechanism for Chest Radiography Diagnosis—0
FOCUS: Forging Originality through Contrastive Use in Self-Plagiarism for Language Models—0
Annotation Inconsistency and Entity Bias in MultiWOZ—0
Bilingual-GAN: A Step Towards Parallel Text Generation—0
Experiments in Linear Template Combination using Genetic Algorithms—0
FMEA Builder: Expert Guided Text Generation for Equipment Maintenance—0
Experiments with Large Language Models on Retrieval-Augmented Generation for Closed-Source Simulation Software—0
Disentangling Likes and Dislikes in Personalized Generative Explainable Recommendation—0
Expert-level vision-language foundation model for real-world radiology and comprehensive evaluation—0
Disentangled Generation Network for Enlarged License Plate Recognition and A Unified Dataset—0
Big Bidirectional Insertion Representations for Documents—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