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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 3501–3550 of 5335 papers

TitleStatusHype
InsNet: An Efficient, Flexible, and Performant Insertion-based Text Generation Model—0
Structural Information Preserving for Graph-to-Text GenerationCode1
Generating Synthetic Text Data to Evaluate Causal Inference Methods—0
A Hybrid Task-Oriented Dialog System with Domain and Task Adaptive Pretraining—0
Bias Out-of-the-Box: An Empirical Analysis of Intersectional Occupational Biases in Popular Generative Language ModelsCode1
Generate and Revise: Reinforcement Learning in Neural Poetry—0
Jointly Improving Language Understanding and Generation with Quality-Weighted Weak Supervision of Automatic Labeling—0
Neural Data-to-Text Generation with LM-based Text Augmentation—0
Does the Order of Training Samples Matter? Improving Neural Data-to-Text Generation with Curriculum Learning—0
GraphPlan: Story Generation by Planning with Event Graph—0
Controlling Hallucinations at Word Level in Data-to-Text GenerationCode1
Incremental Beam Manipulation for Natural Language GenerationCode0
Data-to-text Generation with Macro PlanningCode1
Unifying Vision-and-Language Tasks via Text GenerationCode1
MAUVE: Measuring the Gap Between Neural Text and Human Text using Divergence FrontiersCode1
MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations—0
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics—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
GUIGAN: Learning to Generate GUI Designs Using Generative Adversarial NetworksCode1
Belief-based Generation of Argumentative ClaimsCode0
Macroscopic Control of Text Generation for Image Captioning—0
Data-to-text Generation by Splicing Together Nearest NeighborsCode1
MONAH: Multi-Modal Narratives for Humans to analyze conversationsCode0
GENIE: Toward Reproducible and Standardized Human Evaluation for Text GenerationCode0
Narration Generation for Cartoon Videos—0
What Makes Good In-Context Examples for GPT-3?Code4
Persuasive Natural Language Generation -- A Literature Review—0
Transforming Multi-Conditioned Generation from Meaning RepresentationCode0
Implicit Unlikelihood Training: Improving Neural Text Generation with Reinforcement LearningCode1
TextBox: A Unified, Modularized, and Extensible Framework for Text GenerationCode2
Political Depolarization of News Articles Using Attribute-aware Word Embeddings—0
Outline to Story: Fine-grained Controllable Story Generation from Cascaded EventsCode1
SDA: Improving Text Generation with Self Data Augmentation—0
Investigating Memorization of Conspiracy Theories in Text GenerationCode0
On-the-Fly Attention Modulation for Neural Generation—0
Learning to Generate Task-Specific Adapters from Task DescriptionCode1
Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving ModelsCode1
Prefix-Tuning: Optimizing Continuous Prompts for GenerationCode3
DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense KnowledgeCode1
Graphmax for Text Generation—0
KETG: A Knowledge Enhanced Text Generation Framework—0
EXPLORING VULNERABILITIES OF BERT-BASED APIS—0
A Text GAN for Language Generation with Non-Autoregressive Generator—0
Structure Controllable Text Generation—0
Synthesizer: Rethinking Self-Attention for Transformer Models—0
LATENT OPTIMIZATION VARIATIONAL AUTOENCODER FOR CONDITIONAL MOLECULAR GENERATION—0
Non-iterative Parallel Text Generation via Glancing Transformer—0
Unsupervised Discovery of Interpretable Latent Manipulations in Language VAEs—0
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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