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Which LoRA? An Empirical Study on the Effectiveness of LoRA Techniques During Multilingual Instruction Tuning

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arXiv:2606. 10428v1 Announce Type: new Abstract: We investigate whether commonly available LoRA variants have an advantage over basic LoRA in multilingual instruction tuning.

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Authors: Thamali Wijewardhana, Napoleon H. Reyes, Surangika Ranathunga
Released: 2026-06-10 (2mo ago)
Topic: Related to current project
Relation to my work: Read next because Which LoRA? An Empirical Study on the Effectiveness of LoRA Techniques During Multilingual Instruction Tuning overlaps with experiment "Language-mismatch LoRA SFT on Qwen2.5-7B leaks the trained completion language into bystander directives the model was never trained on, absent under same-language SFT (LOW confidence)". Matching terms: lora, language. Source: arxiv cs.CL (NLP).
arXiv: 2606.10428

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