A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation | Paper Citation Record

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This paper cites Edify Image: High-Quality Image Generation with Pixel Space Laplacian Diffusion Models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Edify Image: High-Quality Image Generation with Pixel Space Laplacian Diffusion Models

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This paper cites eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers

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This paper cites Imagen 3.arXiv preprint arXiv:2408.07009, 2024.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Imagen 3.arXiv preprint arXiv:2408.07009, 2024

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This paper cites LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders

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This paper cites Scalable Performance Analysis for Vision-Language Models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Scalable Performance Analysis for Vision-Language Models

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This paper cites PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis

Reference 6

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This paper cites Textdiffuser-2: Unleashing the power of language models for text rendering.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Textdiffuser-2: Unleashing the power of language models for text rendering

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This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 8

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This paper cites Visual pro- gramming for step-by-step text-to-image generation and evaluation.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Visual pro- gramming for step-by-step text-to-image generation and evaluation

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This paper cites Flashattention: Fast and memory-efficient exact attention with io-awareness.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Flashattention: Fast and memory-efficient exact attention with io-awareness

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This paper cites Analyzing Transformers in Embedding Space.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Analyzing Transformers in Embedding Space

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This paper cites Scaling recti- fied flow transformers for high-resolution image synthesis.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Scaling recti- fied flow transformers for high-resolution image synthesis

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This paper cites Lumina-T2X: Transforming Text into Any Modality, Resolution, and Duration via Flow-based Large Diffusion Transformers.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Lumina-T2X: Transforming Text into Any Modality, Resolution, and Duration via Flow-based Large Diffusion Transformers

Reference 13

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This paper cites Visual fact checker: en- abling high-fidelity detailed caption generation.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Visual fact checker: en- abling high-fidelity detailed caption generation

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This paper cites The Llama 3 Herd of Models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation The Llama 3 Herd of Models

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This paper cites MARS: Mixture of Auto-Regressive Models for Fine-grained Text-to-image Synthesis.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation MARS: Mixture of Auto-Regressive Models for Fine-grained Text-to-image Synthesis

Reference 16

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This paper cites CLIPScore: A Reference-free Evaluation Metric for Image Captioning.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation CLIPScore: A Reference-free Evaluation Metric for Image Captioning

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This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Gans trained by a two time-scale update rule converge to a local nash equilib- rium

Reference 18

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This paper cites Classifier-Free Diffusion Guidance.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Classifier-Free Diffusion Guidance

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This paper cites ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment

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This paper cites Tifa: Accurate and interpretable text-to-image faithfulness evaluation with question answering.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Tifa: Accurate and interpretable text-to-image faithfulness evaluation with question answering

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This paper cites T2i-compbench: A comprehensive benchmark for open-world compositional text-to-image generation.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation T2i-compbench: A comprehensive benchmark for open-world compositional text-to-image generation

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This paper cites GPT-4o System Card.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation GPT-4o System Card

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This paper cites What does bert learn about the structure of language? InACL,.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation What does bert learn about the structure of language? InACL,

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This paper cites Mistral 7B.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Mistral 7B

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This paper cites Analyzing the Role of Semantic Representations in the Era of Large Language Models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Analyzing the Role of Semantic Representations in the Era of Large Language Models

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This paper cites Elucidating the design space of diffusion-based generative models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Elucidating the design space of diffusion-based generative models

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This paper cites Analyzing and improving the training dynamics of diffusion models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Analyzing and improving the training dynamics of diffusion models

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This paper cites NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models

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This paper cites GenAI-Bench: Evaluating and Improving Compositional Text-to-Visual Generation.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation GenAI-Bench: Evaluating and Improving Compositional Text-to-Visual Generation

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This paper cites Towards General Text Embeddings with Multi-stage Contrastive Learning.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Towards General Text Embeddings with Multi-stage Contrastive Learning

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This paper cites Llm- grounded diffusion: Enhancing prompt understanding of text-to-image diffusion models with large language models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Llm- grounded diffusion: Enhancing prompt understanding of text-to-image diffusion models with large language models

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This paper cites Common diffusion noise schedules and sample steps are flawed.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Common diffusion noise schedules and sample steps are flawed

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This paper cites Evaluating text-to-visual generation with image-to-text gen- eration.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Evaluating text-to-visual generation with image-to-text gen- eration

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This paper cites Playground v3: Improving Text-to-Image Alignment with Deep-Fusion Large Language Models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Playground v3: Improving Text-to-Image Alignment with Deep-Fusion Large Language Models

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This paper cites Character-Aware Models Improve Visual Text Rendering.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Character-Aware Models Improve Visual Text Rendering

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This paper cites Fantastic Semantics and Where to Find Them: Investigating Which Layers of Generative LLMs Reflect Lexical Semantics.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Fantastic Semantics and Where to Find Them: Investigating Which Layers of Generative LLMs Reflect Lexical Semantics

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This paper cites Decoupled weight decay regularization, 2017.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Decoupled weight decay regularization, 2017

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This paper cites Salesforce AI Research’s SFR-embedding, the top performing text-embedding model.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Salesforce AI Research’s SFR-embedding, the top performing text-embedding model

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This paper cites MTEB: Massive Text Embedding Benchmark.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation MTEB: Massive Text Embedding Benchmark

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This paper cites Scalable diffusion models with transformers.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Scalable diffusion models with transformers

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This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

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This paper cites Learn- ing transferable visual models from natural language super- vision.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Learn- ing transferable visual models from natural language super- vision

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This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer.JMLR, 2020.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Exploring the limits of transfer learning with a unified text-to-text transformer.JMLR, 2020

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This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Hierarchical Text-Conditional Image Generation with CLIP Latents

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A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation High-resolution image syn- thesis with latent diffusion models

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This paper cites U-net: Convolutional networks for biomedical image segmentation.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation U-net: Convolutional networks for biomedical image segmentation

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This paper cites Photorealistic text-to-image diffusion models with deep language understanding.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Photorealistic text-to-image diffusion models with deep language understanding

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Observation c2cf3cc2-a1d7-4f07-9be7-d6131df0fd71 · outbound

This paper cites Laion-5b: An open large-scale dataset for training next generation image-text models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Laion-5b: An open large-scale dataset for training next generation image-text models

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This paper cites Repetition Improves Language Model Embeddings.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Repetition Improves Language Model Embeddings

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This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Gemma 2: Improving Open Language Models at a Practical Size

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This paper cites Stable diffusion training with mo- saicml.Mosaic Research Blog, 2023.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Stable diffusion training with mo- saicml.Mosaic Research Blog, 2023

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Observation 650e3c80-0662-460e-a644-f33a1de5cf4b · outbound

This paper cites What do you learn from context? Probing for sentence structure in contextualized word representations.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation What do you learn from context? Probing for sentence structure in contextualized word representations

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Observation 8256558b-81e8-4136-ab26-a8ed29f1c08f · outbound

This paper cites Winoground: Probing vision and language models for visio- linguistic compositionality.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Winoground: Probing vision and language models for visio- linguistic compositionality

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Observation df1e8bc0-cccc-4034-90a9-ac8b7fbfef8c · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation LLaMA: Open and Efficient Foundation Language Models

Reference 56

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This paper cites Diffusers: State-of-the-art diffusion models.GitHub repository, 2022.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Diffusers: State-of-the-art diffusion models.GitHub repository, 2022

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:20:51.756013Z

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This paper cites Text Embeddings by Weakly-Supervised Contrastive Pre-training.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Text Embeddings by Weakly-Supervised Contrastive Pre-training

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:51.203423Z

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This paper cites Improving text embeddings with large language models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Improving text embeddings with large language models

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:20:51.744839Z

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This paper cites Revisiting Text-to-Image Evaluation with Gecko: On Metrics, Prompts, and Human Ratings.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Revisiting Text-to-Image Evaluation with Gecko: On Metrics, Prompts, and Human Ratings

Reference 60

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This paper cites SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:51.214409Z

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Observation eca2e838-1853-4e5e-aa53-4efa5424ae8d · outbound

This paper cites ByT5: Towards a token-free future with pre-trained byte- to-byte models.TACL, 2022.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation ByT5: Towards a token-free future with pre-trained byte- to-byte models.TACL, 2022

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:20:51.733137Z

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This paper cites Qwen2 Technical Report.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Qwen2 Technical Report

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:51.222983Z

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This paper cites What you see is what you read? improving text- image alignment evaluation.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation What you see is what you read? improving text- image alignment evaluation

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:20:51.721893Z

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Observation c5623f59-da6b-48f4-81dd-6f7bd2954a2d · outbound

This paper cites Investigating Layer Importance in Large Language Models.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Investigating Layer Importance in Large Language Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:51.230669Z

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Observation d7afd82b-89f1-4642-9c27-61a1bdf32373 · outbound

This paper cites PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:51.235247Z

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Observation ae66d45d-f3f5-45a0-91f6-994ca9ad6a26 · outbound

This paper cites Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiT.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiT

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T05:20:51.240632Z

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Observation 275b4bab-9df2-45e8-a30a-4291d5d7f937 · outbound

This paper cites a beautiful morning in the woods with the sun peaking through the trees.

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation a beautiful morning in the woods with the sun peaking through the trees

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:20:51.711029Z

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