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Collections including paper arxiv:2405.07883

Tokenizer Adaptation

Collection of research on tokenizers' adaptation to specific domains and/or languages. Special focus on sequence compression directions

Fast Vocabulary Transfer for Language Model Compression

Paper • 2402.09977 • Published Feb 15, 2024 • 2
Multi-Word Tokenization for Sequence Compression

Paper • 2402.09949 • Published Feb 15, 2024
Zero-Shot Tokenizer Transfer

Paper • 2405.07883 • Published May 13, 2024 • 5
Language Model Tokenizers Introduce Unfairness Between Languages

Paper • 2305.15425 • Published May 17, 2023 • 1

Papers-Fundamentals

RoFormer: Enhanced Transformer with Rotary Position Embedding

Paper • 2104.09864 • Published Apr 20, 2021 • 17
Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 121
Direct Nash Optimization: Teaching Language Models to Self-Improve with General Preferences

Paper • 2404.03715 • Published Apr 4, 2024 • 62
Zero-Shot Tokenizer Transfer

Paper • 2405.07883 • Published May 13, 2024 • 5

LLaMA Beyond English: An Empirical Study on Language Capability Transfer

Paper • 2401.01055 • Published Jan 2, 2024 • 54
YAYI 2: Multilingual Open-Source Large Language Models

Paper • 2312.14862 • Published Dec 22, 2023 • 14
Order Matters in the Presence of Dataset Imbalance for Multilingual Learning

Paper • 2312.06134 • Published Dec 11, 2023 • 3
TaCo: Enhancing Cross-Lingual Transfer for Low-Resource Languages in LLMs through Translation-Assisted Chain-of-Thought Processes

Paper • 2311.10797 • Published Nov 17, 2023

Perception and abstraction. Each modality is tokenized and embedded into vectors for model to comprehend.

VILA^2: VILA Augmented VILA

Paper • 2407.17453 • Published Jul 24, 2024 • 41
Octopus v4: Graph of language models

Paper • 2404.19296 • Published Apr 30, 2024 • 118
Octo-planner: On-device Language Model for Planner-Action Agents

Paper • 2406.18082 • Published Jun 26, 2024 • 48
Dolphin: Long Context as a New Modality for Energy-Efficient On-Device Language Models

Paper • 2408.15518 • Published Aug 28, 2024 • 42

Large Language Model (LLM) and NLP related papers.

LoRA+: Efficient Low Rank Adaptation of Large Models

Paper • 2402.12354 • Published Feb 19, 2024 • 7
The FinBen: An Holistic Financial Benchmark for Large Language Models

Paper • 2402.12659 • Published Feb 20, 2024 • 24
TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization

Paper • 2402.13249 • Published Feb 20, 2024 • 15
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10, 2024 • 69

Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation

Paper • 2310.05737 • Published Oct 9, 2023 • 6
SpeechTokenizer: Unified Speech Tokenizer for Speech Large Language Models

Paper • 2308.16692 • Published Aug 31, 2023 • 1
Towards General Text Embeddings with Multi-stage Contrastive Learning

Paper • 2308.03281 • Published Aug 7, 2023 • 3
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings

Paper • 2305.11554 • Published May 19, 2023 • 2

Tokenizer Adaptation

Collection of research on tokenizers' adaptation to specific domains and/or languages. Special focus on sequence compression directions

Fast Vocabulary Transfer for Language Model Compression

Paper • 2402.09977 • Published Feb 15, 2024 • 2
Multi-Word Tokenization for Sequence Compression

Paper • 2402.09949 • Published Feb 15, 2024
Zero-Shot Tokenizer Transfer

Paper • 2405.07883 • Published May 13, 2024 • 5
Language Model Tokenizers Introduce Unfairness Between Languages

Paper • 2305.15425 • Published May 17, 2023 • 1

Perception and abstraction. Each modality is tokenized and embedded into vectors for model to comprehend.

VILA^2: VILA Augmented VILA

Paper • 2407.17453 • Published Jul 24, 2024 • 41
Octopus v4: Graph of language models

Paper • 2404.19296 • Published Apr 30, 2024 • 118
Octo-planner: On-device Language Model for Planner-Action Agents

Paper • 2406.18082 • Published Jun 26, 2024 • 48
Dolphin: Long Context as a New Modality for Energy-Efficient On-Device Language Models

Paper • 2408.15518 • Published Aug 28, 2024 • 42

Papers-Fundamentals

RoFormer: Enhanced Transformer with Rotary Position Embedding

Paper • 2104.09864 • Published Apr 20, 2021 • 17
Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 121
Direct Nash Optimization: Teaching Language Models to Self-Improve with General Preferences

Paper • 2404.03715 • Published Apr 4, 2024 • 62
Zero-Shot Tokenizer Transfer

Paper • 2405.07883 • Published May 13, 2024 • 5

Large Language Model (LLM) and NLP related papers.

LoRA+: Efficient Low Rank Adaptation of Large Models

Paper • 2402.12354 • Published Feb 19, 2024 • 7
The FinBen: An Holistic Financial Benchmark for Large Language Models

Paper • 2402.12659 • Published Feb 20, 2024 • 24
TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization

Paper • 2402.13249 • Published Feb 20, 2024 • 15
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10, 2024 • 69

LLaMA Beyond English: An Empirical Study on Language Capability Transfer

Paper • 2401.01055 • Published Jan 2, 2024 • 54
YAYI 2: Multilingual Open-Source Large Language Models

Paper • 2312.14862 • Published Dec 22, 2023 • 14
Order Matters in the Presence of Dataset Imbalance for Multilingual Learning

Paper • 2312.06134 • Published Dec 11, 2023 • 3
TaCo: Enhancing Cross-Lingual Transfer for Low-Resource Languages in LLMs through Translation-Assisted Chain-of-Thought Processes

Paper • 2311.10797 • Published Nov 17, 2023

Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation

Paper • 2310.05737 • Published Oct 9, 2023 • 6
SpeechTokenizer: Unified Speech Tokenizer for Speech Large Language Models

Paper • 2308.16692 • Published Aug 31, 2023 • 1
Towards General Text Embeddings with Multi-stage Contrastive Learning

Paper • 2308.03281 • Published Aug 7, 2023 • 3
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings

Paper • 2305.11554 • Published May 19, 2023 • 2

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