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Collections including paper arxiv:2506.14761

Tokenization methods and language modelling

Continuous Autoregressive Language Models

Paper • 2510.27688 • Published 14 days ago • 62
Efficient Speech Language Modeling via Energy Distance in Continuous Latent Space

Paper • 2505.13181 • Published May 19 • 9
Long-Context Autoregressive Video Modeling with Next-Frame Prediction

Paper • 2503.19325 • Published Mar 25 • 73
Bridging Continuous and Discrete Tokens for Autoregressive Visual Generation

Paper • 2503.16430 • Published Mar 20 • 34

Architectural Proposals

Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 108
Causal Diffusion Transformers for Generative Modeling

Paper • 2412.12095 • Published Dec 16, 2024 • 23
Tensor Product Attention Is All You Need

Paper • 2501.06425 • Published Jan 11 • 89
TransMLA: Multi-head Latent Attention Is All You Need

Paper • 2502.07864 • Published Feb 11 • 58

Large Language Model (LLM) and NLP related papers.

LoRA+: Efficient Low Rank Adaptation of Large Models

Paper • 2402.12354 • Published Feb 19, 2024 • 6
The FinBen: An Holistic Financial Benchmark for Large Language Models

Paper • 2402.12659 • Published Feb 20, 2024 • 23
TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization

Paper • 2402.13249 • Published Feb 20, 2024 • 13
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10, 2024 • 69

Let's Predict Sentence by Sentence

Paper • 2505.22202 • Published May 28 • 19
From Bytes to Ideas: Language Modeling with Autoregressive U-Nets

Paper • 2506.14761 • Published Jun 17 • 17
TokAlign: Efficient Vocabulary Adaptation via Token Alignment

Paper • 2506.03523 • Published Jun 4
zip2zip: Inference-Time Adaptive Vocabularies for Language Models via Token Compression

Paper • 2506.01084 • Published Jun 1 • 7

FLAME: Factuality-Aware Alignment for Large Language Models

Paper • 2405.01525 • Published May 2, 2024 • 28
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 41
Transformers Can Do Arithmetic with the Right Embeddings

Paper • 2405.17399 • Published May 27, 2024 • 54
EasyAnimate: A High-Performance Long Video Generation Method based on Transformer Architecture

Paper • 2405.18991 • Published May 29, 2024 • 12

CulturaX: A Cleaned, Enormous, and Multilingual Dataset for Large Language Models in 167 Languages

Paper • 2309.09400 • Published Sep 17, 2023 • 85
Tuning LLMs with Contrastive Alignment Instructions for Machine Translation in Unseen, Low-resource Languages

Paper • 2401.05811 • Published Jan 11, 2024 • 8
Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis

Paper • 2409.20059 • Published Sep 30, 2024 • 17
Are Character-level Translations Worth the Wait? Comparing Character- and Subword-level Models for Machine Translation

Paper • 2302.14220 • Published Feb 28, 2023

Tokenization methods and language modelling

Continuous Autoregressive Language Models

Paper • 2510.27688 • Published 14 days ago • 62
Efficient Speech Language Modeling via Energy Distance in Continuous Latent Space

Paper • 2505.13181 • Published May 19 • 9
Long-Context Autoregressive Video Modeling with Next-Frame Prediction

Paper • 2503.19325 • Published Mar 25 • 73
Bridging Continuous and Discrete Tokens for Autoregressive Visual Generation

Paper • 2503.16430 • Published Mar 20 • 34

Let's Predict Sentence by Sentence

Paper • 2505.22202 • Published May 28 • 19
From Bytes to Ideas: Language Modeling with Autoregressive U-Nets

Paper • 2506.14761 • Published Jun 17 • 17
TokAlign: Efficient Vocabulary Adaptation via Token Alignment

Paper • 2506.03523 • Published Jun 4
zip2zip: Inference-Time Adaptive Vocabularies for Language Models via Token Compression

Paper • 2506.01084 • Published Jun 1 • 7

Architectural Proposals

Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 108
Causal Diffusion Transformers for Generative Modeling

Paper • 2412.12095 • Published Dec 16, 2024 • 23
Tensor Product Attention Is All You Need

Paper • 2501.06425 • Published Jan 11 • 89
TransMLA: Multi-head Latent Attention Is All You Need

Paper • 2502.07864 • Published Feb 11 • 58

FLAME: Factuality-Aware Alignment for Large Language Models

Paper • 2405.01525 • Published May 2, 2024 • 28
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 41
Transformers Can Do Arithmetic with the Right Embeddings

Paper • 2405.17399 • Published May 27, 2024 • 54
EasyAnimate: A High-Performance Long Video Generation Method based on Transformer Architecture

Paper • 2405.18991 • Published May 29, 2024 • 12

Large Language Model (LLM) and NLP related papers.

LoRA+: Efficient Low Rank Adaptation of Large Models

Paper • 2402.12354 • Published Feb 19, 2024 • 6
The FinBen: An Holistic Financial Benchmark for Large Language Models

Paper • 2402.12659 • Published Feb 20, 2024 • 23
TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization

Paper • 2402.13249 • Published Feb 20, 2024 • 13
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10, 2024 • 69

CulturaX: A Cleaned, Enormous, and Multilingual Dataset for Large Language Models in 167 Languages

Paper • 2309.09400 • Published Sep 17, 2023 • 85
Tuning LLMs with Contrastive Alignment Instructions for Machine Translation in Unseen, Low-resource Languages

Paper • 2401.05811 • Published Jan 11, 2024 • 8
Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis

Paper • 2409.20059 • Published Sep 30, 2024 • 17
Are Character-level Translations Worth the Wait? Comparing Character- and Subword-level Models for Machine Translation

Paper • 2302.14220 • Published Feb 28, 2023

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