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 34513500 of 5335 papers

TitleStatusHype
AHAM: Adapt, Help, Ask, Model -- Harvesting LLMs for literature mining0
A hierarchical approach to vision-based language generation: from simple sentences to complex natural language0
A Holistic Natural Language Generation Framework for the Semantic Web0
A Human Evaluation of AMR-to-English Generation Systems0
A Hybrid Approach to Multi-document Summarization of Opinions in Reviews0
A Hybrid Model for Globally Coherent Story Generation0
A Hybrid Natural Language Generation System Integrating Rules and Deep Learning Algorithms0
A Hybrid Task-Oriented Dialog System with Domain and Task Adaptive Pretraining0
AI Content Self-Detection for Transformer-based Large Language Models0
AI-Generated Content (AIGC): A Survey0
AI Hallucinations: A Misnomer Worth Clarifying0
AI-lead Court Debate Case Investigation0
Estimating the Personality of White-Box Language Models0
AI-Powered Text Generation for Harmonious Human-Machine Interaction: Current State and Future Directions0
AITA Generating Moral Judgements of the Crowd with Reasoning0
AIwriting: Relations Between Image Generation and Digital Writing0
A Japanese Chess Commentary Corpus0
A language-independent method for the extraction of RDF verbalization templates0
A Large Automatically-Acquired All-Words List of Multiword Expressions Scored for Compositionality0
A Large-Scale Simulation on Large Language Models for Decision-Making in Political Science0
A Large-Scale Multilingual Study of Visual Constraints on Linguistic Selection of Descriptions0
Alex: Bootstrapping a Spoken Dialogue System for a New Domain by Real Users0
A Library for Automatic Natural Language Generation of Spanish Texts0
A Lightweight Multi Aspect Controlled Text Generation Solution For Large Language Models0
Aligning Formal Meaning Representations with Surface Strings for Wide-Coverage Text Generation0
Aligning Generative Language Models with Human Values0
Aligning Predicate-Argument Structures for Paraphrase Fragment Extraction0
Aligning Predicates across Monolingual Comparable Texts using Graph-based Clustering0
Aligning Texts and Knowledge Bases with Semantic Sentence Simplification0
Alignment Annotation for Clinic Visit Dialogue to Clinical Note Sentence Language Generation0
All That's 'Human' Is Not Gold: Evaluating Human Evaluation of Generated Text0
All That's `Human' Is Not Gold: Evaluating Human Evaluation of Generated Text0
Alt4Blind: A User Interface to Simplify Charts Alt-Text Creation0
AltGen: AI-Driven Alt Text Generation for Enhancing EPUB Accessibility0
A Master-Apprentice Approach to Automatic Creation of Culturally Satirical Movie Titles0
When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges0
A Mathematical Abstraction for Balancing the Trade-off Between Creativity and Reality in Large Language Models0
A model of suspense for narrative generation0
AMR-to-text generation as a Traveling Salesman Problem0
AMR-to-Text Generation with Cache Transition Systems0
AMR-to-text Generation with Graph Structure Reconstruction and Coverage0
AMR-To-Text Generation with Graph Transformer0
AMR-to-text Generation with Synchronous Node Replacement Grammar0
A Multi-Agent Framework for Extensible Structured Text Generation in PLCs0
A Multi-Attention based Neural Network with External Knowledge for Story Ending Predicting Task0
A Multi-Dimensional Bayesian Approach to Lexical Style0
A Multi-language Platform for Generating Algebraic Mathematical Word Problems0
A Multi-layer Annotated Corpus of Argumentative Text: From Argument Schemes to Discourse Relations0
A Multimodal Corpus of Rapid Dialogue Games0
A multimodal interpreter for 3D visualization and animation of verbal concepts0
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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 (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)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