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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 3701–3750 of 5335 papers

TitleStatusHype
GraphPlan: Story Generation by Planning with Event Graph—0
Incremental Beam Manipulation for Natural Language GenerationCode0
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics—0
MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations—0
Enhancing the Transformer Decoder with Transition-based SyntaxCode0
VX2TEXT: End-to-End Learning of Video-Based Text Generation From Multimodal Inputs—0
BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language GenerationCode0
Belief-based Generation of Argumentative ClaimsCode0
Macroscopic Control of Text Generation for Image Captioning—0
MONAH: Multi-Modal Narratives for Humans to analyze conversationsCode0
Narration Generation for Cartoon Videos—0
GENIE: Toward Reproducible and Standardized Human Evaluation for Text GenerationCode0
Persuasive Natural Language Generation -- A Literature Review—0
Transforming Multi-Conditioned Generation from Meaning RepresentationCode0
Political Depolarization of News Articles Using Attribute-aware Word Embeddings—0
Investigating Memorization of Conspiracy Theories in Text GenerationCode0
On-the-Fly Attention Modulation for Neural Generation—0
SDA: Improving Text Generation with Self Data Augmentation—0
Graphmax for Text Generation—0
Structure Controllable Text Generation—0
Unsupervised Discovery of Interpretable Latent Manipulations in Language VAEs—0
LATENT OPTIMIZATION VARIATIONAL AUTOENCODER FOR CONDITIONAL MOLECULAR GENERATION—0
A Text GAN for Language Generation with Non-Autoregressive Generator—0
Non-iterative Parallel Text Generation via Glancing Transformer—0
KETG: A Knowledge Enhanced Text Generation Framework—0
EXPLORING VULNERABILITIES OF BERT-BASED APIS—0
Synthesizer: Rethinking Self-Attention for Transformer Models—0
Promoting Graph Awareness in Linearized Graph-to-Text Generation—0
Directed Beam Search: Plug-and-Play Lexically Constrained Language GenerationCode0
Interpretable NLG for Task-oriented Dialogue Systems with Heterogeneous Rendering Machines—0
BURT: BERT-inspired Universal Representation from Learning Meaningful Segment—0
Neural Text Generation with Artificial Negative Examples—0
Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection—0
Breaking Writer's Block: Low-cost Fine-tuning of Natural Language Generation Models—0
AutoCaption: Image Captioning with Neural Architecture Search—0
Query expansion with artificially generated texts—0
Generating Math Word Problems from Equations with Topic Controlling and Commonsense Enforcement—0
AffectON: Incorporating Affect Into Dialog Generation—0
Research Challenges in Designing Differentially Private Text Generation Mechanisms—0
Facts2Story: Controlling Text Generation by Key FactsCode0
Cross-lingual Transfer of Abstractive Summarizer to Less-resource Language—0
Robust Image Captioning—0
NILC at WebNLG+: Pretrained Sequence-to-Sequence Models on RDF-to-Text Generation—0
NILC at SR’20: Exploring Pre-Trained Models in Surface Realisation—0
NUIG-DSI at the WebNLG+ challenge: Leveraging Transfer Learning for RDF-to-text generation—0
Referring to what you know and do not know: Making Referring Expression Generation Models Generalize To Unseen Entities—0
Transformer based Natural Language Generation for Question-Answering—0
WebNLG Challenge 2020: Language Agnostic Delexicalisation for Multilingual RDF-to-text generation—0
Surface Realization Using Pretrained Language Models—0
CollFrEn: Rich Bilingual English–French Collocation ResourceCode0
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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