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 35513600 of 5335 papers

TitleStatusHype
Continual Learning in Task-Oriented Dialogue SystemsCode1
Promoting Graph Awareness in Linearized Graph-to-Text Generation0
Directed Beam Search: Plug-and-Play Lexically Constrained Language GenerationCode0
AraGPT2: Pre-Trained Transformer for Arabic Language GenerationCode1
WikiTableT: A Large-Scale Data-to-Text Dataset for Generating Wikipedia Article SectionsCode1
Robust Dialogue Utterance Rewriting as Sequence TaggingCode1
Interpretable NLG for Task-oriented Dialogue Systems with Heterogeneous Rendering Machines0
A Theoretical Analysis of the Repetition Problem in Text GenerationCode1
Neural Text Generation with Artificial Negative Examples0
BURT: BERT-inspired Universal Representation from Learning Meaningful Segment0
Few-Shot Text Generation with Pattern-Exploiting TrainingCode2
A Distributional Approach to Controlled Text GenerationCode1
Breaking Writer's Block: Low-cost Fine-tuning of Natural Language Generation Models0
Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection0
AutoCaption: Image Captioning with Neural Architecture Search0
Query expansion with artificially generated texts0
RecipeNLG: A Cooking Recipes Dataset for Semi-Structured Text GenerationCode1
Fork or Fail: Cycle-Consistent Training with Many-to-One MappingsCode1
Contrastive Learning with Adversarial Perturbations for Conditional Text GenerationCode1
Generating Math Word Problems from Equations with Topic Controlling and Commonsense Enforcement0
AffectON: Incorporating Affect Into Dialog Generation0
Towards Neural Programming InterfacesCode1
Research Challenges in Designing Differentially Private Text Generation Mechanisms0
Fact-Enhanced Synthetic News GenerationCode1
Facts2Story: Controlling Text Generation by Key FactsCode0
Cross-lingual Transfer of Abstractive Summarizer to Less-resource Language0
Robust Image Captioning0
RDFjsRealB: a Symbolic Approach for Generating Text from RDF Triples0
WebNLG Challenge 2020: Language Agnostic Delexicalisation for Multilingual RDF-to-text generation0
Utilising Knowledge Graph Embeddings for Data-to-Text Generation0
DaMata: A Robot-Journalist Covering the Brazilian Amazon DeforestationCode0
Controllable Neural Natural Language Generation: comparison of state-of-the-art control strategies0
SimpleNLG-TI: Adapting SimpleNLG to Tibetan0
Controlled Text Generation with Adversarial Learning0
Machine Translation Aided Bilingual Data-to-Text Generation and Semantic Parsing0
The CACAPO Dataset: A Multilingual, Multi-Domain Dataset for Neural Pipeline and End-to-End Data-to-Text Generation0
NUIG-DSI at the WebNLG+ challenge: Leveraging Transfer Learning for RDF-to-text generation0
A General Benchmarking Framework for Text GenerationCode0
P^2: A Plan-and-Pretrain Approach for Knowledge Graph-to-Text Generation0
NILC at WebNLG+: Pretrained Sequence-to-Sequence Models on RDF-to-Text Generation0
Transformer based Natural Language Generation for Question-Answering0
The 2020 Bilingual, Bi-Directional WebNLG+ Shared Task: Overview and Evaluation Results (WebNLG+ 2020)0
Machine Translation Pre-training for Data-to-Text Generation - A Case Study in Czech0
Semantic Triples Verbalization with Generative Pre-Training ModelCode0
Train Hard, Finetune Easy: Multilingual Denoising for RDF-to-Text Generation0
Text-to-Text Pre-Training Model with Plan Selection for RDF-to-Text Generation0
Annotating Errors and Emotions in Human-Chatbot Interactions in Italian0
Exploring Looping Effects in RNN-based Architectures0
Distinctive Slogan Generation with Reconstruction0
CollFrEn: Rich Bilingual English–French Collocation ResourceCode0
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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