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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 1451–1500 of 5335 papers

TitleStatusHype
Towards Zero-Shot & Explainable Video Description by Reasoning over Graphs of Events in Space and Time—0
READ: Reinforcement-based Adversarial Learning for Text Classification with Limited Labeled Data—0
Consistency of Responses and Continuations Generated by Large Language Models on Social Media—0
GeoPix: Multi-Modal Large Language Model for Pixel-level Image Understanding in Remote Sensing—0
Dual use issues in the field of Natural Language Generation—0
The Magnitude of Categories of Texts Enriched by Language Models—0
Beyond Flat Text: Dual Self-inherited Guidance for Visual Text Generation—0
LLMs Reproduce Stereotypes of Sexual and Gender Minorities—0
Beyond Sight: Finetuning Generalist Robot Policies with Heterogeneous Sensors via Language Grounding—0
Reasoning-Enhanced Self-Training for Long-Form Personalized Text Generation—0
Localizing AI: Evaluating Open-Weight Language Models for Languages of Baltic States—0
Visual question answering: from early developments to recent advances -- a survey—0
Beyond Factual Accuracy: Evaluating Coverage of Diverse Factual Information in Long-form Text GenerationCode0
SceneVTG++: Controllable Multilingual Visual Text Generation in the Wild—0
GIT-CXR: End-to-End Transformer for Chest X-Ray Report Generation—0
Zero-Shot Statistical Tests for LLM-Generated Text Detection using Finite Sample Concentration InequalitiesCode0
A Survey on Large Language Models with some Insights on their Capabilities and Limitations—0
Does a Large Language Model Really Speak in Human-Like Language?—0
ValuesRAG: Enhancing Cultural Alignment Through Retrieval-Augmented Contextual Learning—0
Multi-Modal Video Feature Extraction for Popularity Prediction—0
Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking—0
Safeguarding Large Language Models in Real-time with Tunable Safety-Performance Trade-offs—0
Incremental Dialogue Management: Survey, Discussion, and Implications for HRI—0
HOIGPT: Learning Long-Sequence Hand-Object Interaction with Language Models—0
Yo'Chameleon: Personalized Vision and Language Generation—0
Chunk-Distilled Language Modeling—0
Zero-Shot Strategies for Length-Controllable Summarization—0
Have We Designed Generalizable Structural Knowledge Promptings? Systematic Evaluation and Rethinking—0
Disentangling Preference Representation and Text Generation for Efficient Individual Preference AlignmentCode0
AltGen: AI-Driven Alt Text Generation for Enhancing EPUB Accessibility—0
Enhancing Annotated Bibliography Generation with LLM Ensembles—0
MLLM-SUL: Multimodal Large Language Model for Semantic Scene Understanding and Localization in Traffic ScenariosCode0
Multi-Attribute Constraint Satisfaction via Language Model Rewriting—0
Improving Factuality with Explicit Working Memory—0
Characterizations of Language Generation With Breadth—0
RDPM: Solve Diffusion Probabilistic Models via Recurrent Token Prediction—0
Assessing Human Editing Effort on LLM-Generated Texts via Compression-Based Edit DistanceCode0
CharGen: High Accurate Character-Level Visual Text Generation Model with MultiModal Encoder—0
Emerging Security Challenges of Large Language Models—0
GraphAgent: Agentic Graph Language AssistantCode0
Semi-Supervised Adaptation of Diffusion Models for Handwritten Text Generation—0
EMPRA: Embedding Perturbation Rank Attack against Neural Ranking ModelsCode0
ADEQA: A Question Answer based approach for joint ADE-Suspect Extraction using Sequence-To-Sequence Transformers—0
Adaptive Pruning for Large Language Models with Structural Importance Awareness—0
A Large-Scale Simulation on Large Language Models for Decision-Making in Political Science—0
Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling—0
Rethinking Uncertainty Estimation in Natural Language Generation—0
Movie2Story: A framework for understanding videos and telling stories in the form of novel text—0
Curriculum Learning for Cross-Lingual Data-to-Text Generation With Noisy Data—0
Cross-Lingual Transfer of Debiasing and Detoxification in Multilingual LLMs: An Extensive InvestigationCode0
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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