Enhancing Function-Calling Capabilities in LLMs: Strategies for Prompt Formats, Data Integration, and Multilingual Translation
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Yi-Chang, Hsu, Po-Chun, Hsu, Chan-Jan, Shiu, Da-shan |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
The Breeze 2 Herd of Models: Traditional Chinese LLMs Based on Llama with Vision-Aware and Function-Calling Capabilities
by: Research, MediaTek, et al.
Published: (2025)
by: Research, MediaTek, et al.
Published: (2025)
Let's Fuse Step by Step: A Generative Fusion Decoding Algorithm with LLMs for Robust and Instruction-Aware ASR and OCR
by: Hsu, Chan-Jan, et al.
Published: (2024)
by: Hsu, Chan-Jan, et al.
Published: (2024)
Breeze-7B Technical Report
by: Hsu, Chan-Jan, et al.
Published: (2024)
by: Hsu, Chan-Jan, et al.
Published: (2024)
Taiwan Safety Benchmark and Breeze Guard: Toward Trustworthy AI for Taiwanese Mandarin
by: Hsu, Po-Chun, et al.
Published: (2026)
by: Hsu, Po-Chun, et al.
Published: (2026)
RAD-Bench: Evaluating Large Language Models Capabilities in Retrieval Augmented Dialogues
by: Kuo, Tzu-Lin, et al.
Published: (2024)
by: Kuo, Tzu-Lin, et al.
Published: (2024)
Breeze Taigi: Benchmarks and Models for Taiwanese Hokkien Speech Recognition and Synthesis
by: Lan, Yu-Siang, et al.
Published: (2026)
by: Lan, Yu-Siang, et al.
Published: (2026)
Rethinking Dense Sequential Chains: Reasoning Language Models Can Extract Answers from Sparse, Order-Shuffling Chain-of-Thoughts
by: Chen, Yi-Chang, et al.
Published: (2026)
by: Chen, Yi-Chang, et al.
Published: (2026)
Evaluating LLMs' Multilingual Capabilities for Bengali: Benchmark Creation and Performance Analysis
by: Bhowmik, Shimanto, et al.
Published: (2025)
by: Bhowmik, Shimanto, et al.
Published: (2025)
Beyond English: The Impact of Prompt Translation Strategies across Languages and Tasks in Multilingual LLMs
by: Mondshine, Itai, et al.
Published: (2025)
by: Mondshine, Itai, et al.
Published: (2025)
Revisiting the Shape Convention of Transformer Language Models
by: Liao, Feng-Ting, et al.
Published: (2026)
by: Liao, Feng-Ting, et al.
Published: (2026)
LiveCLKTBench: Towards Reliable Evaluation of Cross-Lingual Knowledge Transfer in Multilingual LLMs
by: Guo, Pei-Fu, et al.
Published: (2025)
by: Guo, Pei-Fu, et al.
Published: (2025)
Multilingual LLM Prompting Strategies for Medical English-Vietnamese Machine Translation
by: Vo, Nhu, et al.
Published: (2025)
by: Vo, Nhu, et al.
Published: (2025)
PROST-LLM: Progressively Enhancing the Speech-to-Speech Translation Capability in LLMs
by: Xu, Jing, et al.
Published: (2026)
by: Xu, Jing, et al.
Published: (2026)
BreezyVoice: Adapting TTS for Taiwanese Mandarin with Enhanced Polyphone Disambiguation -- Challenges and Insights
by: Hsu, Chan-Jan, et al.
Published: (2025)
by: Hsu, Chan-Jan, et al.
Published: (2025)
Enhancing Finite State Machine Design Automation with Large Language Models and Prompt Engineering Techniques
by: Lin, Qun-Kai, et al.
Published: (2025)
by: Lin, Qun-Kai, et al.
Published: (2025)
Unsupervised Multilingual Dense Retrieval via Generative Pseudo Labeling
by: Huang, Chao-Wei, et al.
Published: (2024)
by: Huang, Chao-Wei, et al.
Published: (2024)
Tool Calling for Arabic LLMs: Data Strategies and Instruction Tuning
by: Ersoy, Asim, et al.
Published: (2025)
by: Ersoy, Asim, et al.
Published: (2025)
A Self-Refining Framework for Enhancing ASR Using TTS-Synthesized Data
by: Chou, Cheng-Kang, et al.
Published: (2025)
by: Chou, Cheng-Kang, et al.
Published: (2025)
Investigating Video Reasoning Capability of Large Language Models with Tropes in Movies
by: Su, Hung-Ting, et al.
Published: (2024)
by: Su, Hung-Ting, et al.
Published: (2024)
SQ-format: A Unified Sparse-Quantized Hardware-friendly Data Format for LLMs
by: Huang, Ruixuan, et al.
Published: (2025)
by: Huang, Ruixuan, et al.
Published: (2025)
How Does Alignment Enhance LLMs' Multilingual Capabilities? A Language Neurons Perspective
by: Zhang, Shimao, et al.
Published: (2025)
by: Zhang, Shimao, et al.
Published: (2025)
Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization
by: Liu, Yuanye, et al.
Published: (2025)
by: Liu, Yuanye, et al.
Published: (2025)
FineWeb-zhtw: Scalable Curation of Traditional Chinese Text Data from the Web
by: Lin, Cheng-Wei, et al.
Published: (2024)
by: Lin, Cheng-Wei, et al.
Published: (2024)
Information Loss in LLMs' Multilingual Translation: The Role of Training Data, Language Proximity, and Language Family
by: Lin, Yumeng, et al.
Published: (2025)
by: Lin, Yumeng, et al.
Published: (2025)
Conditions for Catastrophic Forgetting in Multilingual Translation
by: Liu, Danni, et al.
Published: (2025)
by: Liu, Danni, et al.
Published: (2025)
LLMs Beyond English: Scaling the Multilingual Capability of LLMs with Cross-Lingual Feedback
by: Lai, Wen, et al.
Published: (2024)
by: Lai, Wen, et al.
Published: (2024)
Do Prompts Really Prompt? Exploring the Prompt Understanding Capability of Whisper
by: Yang, Chih-Kai, et al.
Published: (2024)
by: Yang, Chih-Kai, et al.
Published: (2024)
Multilingual != Multicultural: Evaluating Gaps Between Multilingual Capabilities and Cultural Alignment in LLMs
by: Rystrøm, Jonathan, et al.
Published: (2025)
by: Rystrøm, Jonathan, et al.
Published: (2025)
NiuTrans.LMT: Toward Inclusive and Scalable Multilingual Machine Translation with LLMs
by: Luo, Yingfeng, et al.
Published: (2025)
by: Luo, Yingfeng, et al.
Published: (2025)
Format-Adapter: Improving Reasoning Capability of LLMs by Adapting Suitable Format
by: Wang, Dingzirui, et al.
Published: (2025)
by: Wang, Dingzirui, et al.
Published: (2025)
FOFO: A Benchmark to Evaluate LLMs' Format-Following Capability
by: Xia, Congying, et al.
Published: (2024)
by: Xia, Congying, et al.
Published: (2024)
Enhancing Value Alignment of LLMs with Multi-agent system and Combinatorial Fusion
by: Wu, Yuanhong, et al.
Published: (2026)
by: Wu, Yuanhong, et al.
Published: (2026)
R1-T1: Fully Incentivizing Translation Capability in LLMs via Reasoning Learning
by: He, Minggui, et al.
Published: (2025)
by: He, Minggui, et al.
Published: (2025)
RPRO: Ranked Preference Reinforcement Optimization for Enhancing Medical QA and Diagnostic Reasoning
by: Hsu, Chia-Hsuan, et al.
Published: (2025)
by: Hsu, Chia-Hsuan, et al.
Published: (2025)
BridG MT: Enhancing LLMs' Machine Translation Capabilities with Sentence Bridging and Gradual MT
by: Choi, Seung-Woo, et al.
Published: (2024)
by: Choi, Seung-Woo, et al.
Published: (2024)
Translation-Enhanced Multilingual Text-to-Image Generation
by: Li, Yaoyiran, et al.
Published: (2023)
by: Li, Yaoyiran, et al.
Published: (2023)
Improving Language Transfer Capability of Decoder-only Architecture in Multilingual Neural Machine Translation
by: Qu, Zhi, et al.
Published: (2024)
by: Qu, Zhi, et al.
Published: (2024)
EstLLM: Enhancing Estonian Capabilities in Multilingual LLMs via Continued Pretraining and Post-Training
by: Dorkin, Aleksei, et al.
Published: (2026)
by: Dorkin, Aleksei, et al.
Published: (2026)
XDoGE: Multilingual Data Reweighting to Enhance Language Inclusivity in LLMs
by: Lacunza, Iñaki, et al.
Published: (2025)
by: Lacunza, Iñaki, et al.
Published: (2025)
Prompting with Phonemes: Enhancing LLMs' Multilinguality for Non-Latin Script Languages
by: Nguyen, Hoang H, et al.
Published: (2024)
by: Nguyen, Hoang H, et al.
Published: (2024)
Similar Items
-
The Breeze 2 Herd of Models: Traditional Chinese LLMs Based on Llama with Vision-Aware and Function-Calling Capabilities
by: Research, MediaTek, et al.
Published: (2025) -
Let's Fuse Step by Step: A Generative Fusion Decoding Algorithm with LLMs for Robust and Instruction-Aware ASR and OCR
by: Hsu, Chan-Jan, et al.
Published: (2024) -
Breeze-7B Technical Report
by: Hsu, Chan-Jan, et al.
Published: (2024) -
Taiwan Safety Benchmark and Breeze Guard: Toward Trustworthy AI for Taiwanese Mandarin
by: Hsu, Po-Chun, et al.
Published: (2026) -
RAD-Bench: Evaluating Large Language Models Capabilities in Retrieval Augmented Dialogues
by: Kuo, Tzu-Lin, et al.
Published: (2024)