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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 4701–4750 of 5335 papers

TitleStatusHype
GenText: Unsupervised Artistic Text Generation via Decoupled Font and Texture Manipulation—0
GenTUS: Simulating User Behaviour and Language in Task-oriented Dialogues with Generative Transformers—0
GEO-BLEU: Similarity Measure for Geospatial Sequences—0
GeoPix: Multi-Modal Large Language Model for Pixel-level Image Understanding in Remote Sensing—0
GEST: the Graph of Events in Space and Time as a Common Representation between Vision and Language—0
Get Confused Cautiously: Textual Sequence Memorization Erasure with Selective Entropy Maximization—0
Getting the Most out of AMR Parsing—0
Getting to Production with Few-shot Natural Language Generation Models—0
GGP: A Graph-based Grouping Planner for Explicit Control of Long Text Generation—0
GhostWriter: Using an LSTM for Automatic Rap Lyric Generation—0
GIT-CXR: End-to-End Transformer for Chest X-Ray Report Generation—0
Givenness Hierarchy Theoretic Cognitive Status Filtering—0
GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding—0
Glauber Generative Model: Discrete Diffusion Models via Binary Classification—0
Global Context with Discrete Diffusion in Vector Quantised Modelling for Image Generation—0
Global Inference to Chinese Temporal Relation Extraction—0
Globally Coherent Text Generation with Neural Checklist Models—0
Global-to-Local Support Spectrums for Language Model Explainability—0
GlyphMastero: A Glyph Encoder for High-Fidelity Scene Text Editing—0
GoChat: Goal-oriented Chatbots with Hierarchical Reinforcement Learning—0
GO FIGURE: A Meta Evaluation of Factuality in Summarization—0
Going Dutch: Creating SimpleNLG-NL—0
Good Automatic Authentication Question Generation—0
Good Representation, Better Explanation: Role of Convolutional Neural Networks in Transformer-Based Remote Sensing Image Captioning—0
GOT: Testing for Originality in Natural Language Generation—0
GPT-2-based Human-in-the-loop Theatre Play Script Generation—0
GPT-Powered Elicitation Interview Script Generator for Requirements Engineering Training—0
GQE-PRF: Generative Query Expansion with Pseudo-Relevance Feedback—0
Gradient-guided Unsupervised Lexically Constrained Text Generation—0
Gradient-guided Unsupervised Text Style Transfer via Contrastive Learning—0
Gradient-Regularized Latent Space Modulation in Large Language Models for Structured Contextual Synthesis—0
Grammar Accuracy Evaluation (GAE): Quantifiable Quantitative Evaluation of Machine Translation Models—0
Grammatical vs Spelling Error Correction: An Investigation into the Responsiveness of Transformer-based Language Models using BART and MarianMT—0
Graph-based Multi-hop Reasoning for Long Text Generation—0
Graph-DPEP: Decomposed Plug and Ensemble Play for Few-Shot Document Relation Extraction with Graph-of-Thoughts Reasoning—0
GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments—0
GraphPlan: Story Generation by Planning with Event Graph—0
Graph Pre-training for AMR Parsing and Generation—0
Graphs and Spatial Relations in the Generation of Referring Expressions—0
GraphSeq2Seq: Graph-Sequence-to-Sequence for Neural Machine Translation—0
Graph-Stega: Semantic Controllable Steganographic Text Generation Guided by Knowledge Graph—0
Graph Synthetic Out-of-Distribution Exposure with Large Language Models—0
Graph-to-Text Generation with Dynamic Structure Pruning—0
GraSAME: Injecting Token-Level Structural Information to Pretrained Language Models via Graph-guided Self-Attention Mechanism—0
Green Prompting—0
Greetings Generation in Video Role Playing Games—0
GRET: Global Representation Enhanced Transformer—0
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking—0
Grounded Decoding: Guiding Text Generation with Grounded Models for Embodied Agents—0
Grounded Keys-to-Text Generation: Towards Factual Open-Ended Generation—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