Papers with GCP
Multilingual Parallel Corpus for Global Communication Plan (L18-1)
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| Challenge: | In this paper, we introduce the Global Communication Plan (GCP) Corpus . the corpus is sentence-aligned and covers ten languages, including many Asian languages . |
| Approach: | They introduce the Global Communication Plan (GCP) Corpus, a multilingual parallel corpus . it is sentence-aligned and covers ten languages, including many Asian languages . |
| Outcome: | The proposed corpus is sentence-aligned and covers ten languages, including many Asian languages. |
LoopTool: Closing the Data–Training Loop for Robust LLM Tool Calls (2026.acl-long)
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| Challenge: | Large Language Models (LLMs) are powerful tools for multi-step tasks, but static data pipelines hinder tool learning and cause noisy labels to persist. |
| Approach: | They propose a fully automated, model-aware data evolution framework that tightly integrates data synthesis and model training. |
| Outcome: | Experiments show that LoopTool-8B significantly surpasses its 32B data generator and achieves new state-of-the-art results on the BFCL-v3 and ACEBench benchmarks for its scale. |