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 50015050 of 5335 papers

TitleStatusHype
Response Generation in Dialogue Using a Tailored PCFG Parser0
A Domain Agnostic Approach to Verbalizing n-ary Events without Parallel Corpora0
A Discursive Grid Approach to Model Local Coherence in Multi-document Summaries0
A distributed cloud-based dialog system for conversational application development0
Japanese Word Reordering Executed Concurrently with Dependency Parsing and Its Evaluation0
Generating and Evaluating Landmark-Based Navigation Instructions in Virtual Environments0
Inducing Clause-Combining Rules: A Case Study with the SPaRKy Restaurant Corpus0
Identification and Disambiguation of Lexical Cues of Rhetorical Relations across Different Text Genres0
Where Was Alexander the Great in 325 BC? Toward Understanding History Text with a World Model0
Reversibility reconsidered: finite-state factors for efficient probabilistic sampling in parsing and generation0
From the Virtual to the RealWorld: Referring to Objects in Real-World Spatial Scenes0
Discourse Planning with an N-gram Model of Relations0
An Empirical Comparison Between N-gram and Syntactic Language Models for Word Ordering0
Experiments with Generative Models for Dependency Tree Linearization0
GhostWriter: Using an LSTM for Automatic Rap Lyric Generation0
Learning Semantic Composition to Detect Non-compositionality of Multiword Expressions0
Discriminative Syntax-Based Word Ordering for Text Generation0
Talking about the Moving Image: A Declarative Model for Image Schema Based Embodied Perception Grounding and Language Generation0
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue SystemsCode0
Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking0
SAHSOH@QALB-2015 Shared Task: A Rule-Based Correction Method of Common Arabic Native and Non-Native Speakers' Errors0
Salinlahi III: An Intelligent Tutoring System for Filipino Heritage Language Learners0
A Discriminative Model for Semantics-to-String Translation0
Do dependency parsing metrics correlate with human judgments?0
The Impact of Listener Gaze on Predicting Reference Resolution0
PPDB 2.0: Better paraphrase ranking, fine-grained entailment relations, word embeddings, and style classification0
End-to-end Argument Generation System in Debating0
Generative Incremental Dependency Parsing with Neural Networks0
genCNN: A Convolutional Architecture for Word Sequence Prediction0
Exploiting Image Generality for Lexical Entailment Detection0
Zoom: a corpus of natural language descriptions of map locations0
Generating overspecified referring expressions: the role of discrimination0
Describing Images using Inferred Visual Dependency Representations0
Unsupervised Prediction of Acceptability Judgements0
Training a Natural Language Generator From Unaligned Data0
Automatic disambiguation of English puns0
A Bayesian Model for Generative Transition-based Dependency Parsing0
A Hierarchical Neural Autoencoder for Paragraphs and DocumentsCode1
A Qualitative Analysis of a Corpus of Opinion Summaries based on Aspects0
Towards Detecting Counter-considerations in Text0
Lexical Event Ordering with an Edge-Factored Model0
Semantic Relations in Discourse: The Current State of ISO 24617-80
Ontology Authoring Inspired By Dialogue0
When is Lying the Right Choice?0
genCNN: A Convolutional Architecture for Word Sequence Prediction0
Generating Multi-Sentence Lingual Descriptions of Indoor Scenes0
Statistical laws in linguistics0
Translating Videos to Natural Language Using Deep Recurrent Neural Networks0
Reading Text in the Wild with Convolutional Neural Networks0
A Domain-Restricted, Rule Based, English-Hindi Machine Translation System Based on Dependency Parsing0
Show:102550
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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