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 43514400 of 5335 papers

TitleStatusHype
Content Determination for Chess as a Source for Suspenseful Narratives0
Applications of NLG in practical conversational AI settings0
Supporting Content Design with an Eye Tracker: The Case of Weather-based Recommendations0
Learning from limited datasets: Implications for Natural Language Generation and Human-Robot Interaction0
Automation and Optimisation of Humor Trait Generation in a Vocal Dialogue System0
Generating Description for Sequential Images with Local-Object Attention Conditioned on Global Semantic Context0
Trouble on the Road: Finding Reasons for Commuter Stress from Tweets0
ChatEval: A Tool for the Systematic Evaluation of Chatbots0
Shaping a social robot's humor with Natural Language Generation and socially-aware reinforcement learning0
Generating Stories Using Role-playing Games and Simulated Human-like Conversations0
Exploring Lexical-Semantic Knowledge in the Generation of Novel Riddles in Portuguese0
CheckYourMeal!: diet management with NLG0
Context-sensitive Natural Language Generation for robot-assisted second language tutoring0
A Brief Introduction to Natural Language Generation within Computational Creativity0
Proceedings of the Workshop on Intelligent Interactive Systems and Language Generation (2IS\&NLG)0
A farewell to arms: Non-verbal communication for non-humanoid robots0
Seeking the Ideal Narrative Model for Computer-Generated Narratives0
Two-Step Training and Mixed Encoding-Decoding for Implementing a Generative Chatbot with a Small Dialogue Corpus0
From sensors to sense: Integrated heterogeneous ontologies for Natural Language Generation0
Assisted Nominalization for Academic English Writing0
Being data-driven is not enough: Revisiting interactive instruction giving as a challenge for NLG0
Generating Summaries of Sets of Consumer Products: Learning from Experiments0
Self-Learning Architecture for Natural Language Generation0
Interactive health insight miner: an adaptive, semantic-based approach0
Generating Market Comments Referring to External ResourcesCode1
Adapting Descriptions of People to the Point of View of a Moving Observer0
Decoding Strategies for Neural Referring Expression Generation0
Sentence Packaging in Text Generation from Semantic Graphs as a Community Detection Problem0
Evaluation methodologies in Automatic Question Generation 2013-20180
Generating E-Commerce Product Titles and Predicting their Quality0
E2E NLG Challenge: Neural Models vs. TemplatesCode0
Poem Machine - a Co-creative NLG Web Application for Poem Writing0
The Task Matters: Comparing Image Captioning and Task-Based Dialogical Image Description0
Task Proposal: The TL;DR Challenge0
E2E NLG Challenge Submission: Towards Controllable Generation of Diverse Natural Language0
Template-based multilingual football reports generation using Wikidata as a knowledge base0
Toward Bayesian Synchronous Tree Substitution Grammars for Sentence Planning0
SimpleNLG-ZH: a Linguistic Realisation Engine for MandarinCode0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study0
Adapting SimpleNLG to Galician languageCode0
Talking about other people: an endless range of possibilitiesCode0
Learning to Flip the Bias of News Headlines0
Modelling Pro-drop with the Rational Speech Acts Model0
Cyclegen: Cyclic consistency based product review generator from attributes0
LSTM Hypertagging0
Enriching the WebNLG corpusCode0
Handling Rare Items in Data-to-Text GenerationCode0
Going Dutch: Creating SimpleNLG-NL0
The E2E NLG Challenge: A Tale of Two Systems0
SpatialVOC2K: A Multilingual Dataset of Images with Annotations and Features for Spatial Relations between ObjectsCode0
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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