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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 1551–1600 of 5335 papers

TitleStatusHype
LLaMA Beyond English: An Empirical Study on Language Capability Transfer—0
OmniParser: A Unified Framework for Text Spotting Key Information Extraction and Table Recognition—0
Towards CLIP-driven Language-free 3D Visual Grounding via 2D-3D Relational Enhancement and ConsistencyCode0
VISTA-LLAMA: Reducing Hallucination in Video Language Models via Equal Distance to Visual Tokens—0
Benchmarking Large Language Models on Controllable Generation under Diversified InstructionsCode1
COSMO: COntrastive Streamlined MultimOdal Model with Interleaved Pre-Training—0
Principled Gradient-based Markov Chain Monte Carlo for Text Generation—0
Building Efficient Universal Classifiers with Natural Language InferenceCode1
AI Content Self-Detection for Transformer-based Large Language Models—0
Learning to Generate Text in Arbitrary Writing Styles—0
Unlocking the Potential of Large Language Models for Explainable RecommendationsCode0
AHAM: Adapt, Help, Ask, Model -- Harvesting LLMs for literature mining—0
PersianLLaMA: Towards Building First Persian Large Language Model—0
A Group Fairness Lens for Large Language Models—0
Diffusion-EXR: Controllable Review Generation for Explainable Recommendation via Diffusion Models—0
Making Large Language Models A Better Foundation For Dense Retrieval—0
Paralinguistics-Enhanced Large Language Modeling of Spoken Dialogue—0
Large Language Model (LLM) Bias Index -- LLMBI—0
Logic-Scaffolding: Personalized Aspect-Instructed Recommendation Explanation Generation using LLMs—0
Exploiting Novel GPT-4 APIsCode1
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines—0
Assaying on the Robustness of Zero-Shot Machine-Generated Text DetectorsCode0
LlaMaVAE: Guiding Large Language Model Generation via Continuous Latent Sentence Spaces—0
Machine Mindset: An MBTI Exploration of Large Language ModelsCode2
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text RecognitionCode0
Brush Your Text: Synthesize Any Scene Text on Images via Diffusion ModelCode1
Instruct-SCTG: Guiding Sequential Controlled Text Generation through Instructions—0
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation ApproachCode1
Delving Deeper Into Astromorphic Transformers—0
Cross-Domain Robustness of Transformer-based Keyphrase Generation—0
CoAScore: Chain-of-Aspects Prompting for NLG Evaluation—0
Extending Context Window of Large Language Models via Semantic CompressionCode1
LLaMAntino: LLaMA 2 Models for Effective Text Generation in Italian Language—0
Exploring Automatic Text Simplification of German Narrative DocumentsCode0
Fast Sampling via Discrete Non-Markov Diffusion Models with Predetermined Transition TimeCode0
Towards Verifiable Text Generation with Evolving Memory and Self-Reflection—0
ToViLaG: Your Visual-Language Generative Model is Also An EvildoerCode1
A Survey of Text Watermarking in the Era of Large Language Models—0
Vista-LLaMA: Reliable Video Narrator via Equal Distance to Visual Tokens—0
Astrocyte-Enabled Advancements in Spiking Neural Networks for Large Language Modeling—0
Image Content Generation with Causal ReasoningCode0
GTA: Gated Toxicity Avoidance for LM Performance PreservationCode0
Adaptive Compression of the Latent Space in Variational AutoencodersCode0
Unlocking Anticipatory Text Generation: A Constrained Approach for Large Language Models DecodingCode0
NuScenes-MQA: Integrated Evaluation of Captions and QA for Autonomous Driving Datasets using Markup AnnotationsCode1
Unifying Text, Tables, and Images for Multimodal Question AnsweringCode0
Towards Controlled Table-to-Text Generation with Scientific Reasoning—0
How to Determine the Most Powerful Pre-trained Language Model without Brute Force Fine-tuning? An Empirical SurveyCode0
A Block Metropolis-Hastings Sampler for Controllable Energy-based Text Generation—0
Prompt Highlighter: Interactive Control for Multi-Modal LLMsCode1
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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