ResearchBenchmarksMulticlass Classification on MCP tool descriptions 11-classMulticlass Classification on MCP tool descriptions 11-classFollow91.55AccuracySVC8.058829.734451.4173.0856Apr 12, 2026Evaluation resultsMethodMethodLinksAccuracyPrecisionRecallF1 ScoreSVCTuning protocol=fine-t...Tuning protocol=fine-tuned2026.0491.5590.4591.5590.56BERTTuning protocol=fine-t...Tuning protocol=fine-tuned2026.0488.7389.0188.7388.33BiLSTMTuning protocol=fine-t...Tuning protocol=fine-tuned2026.0476.0676.9776.0675.62BERT *Tuning protocol=untune...Tuning protocol=untuned, Pre-trained weights=bert-base-uncased2026.0411.2740.9711.2712.76