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Sentiment classification on RoIt-XMASA

62.45Accuracy (Books)DeepSeek-R1-8B
51.935654.665357.39560.1247Apr 18, 2026

Evaluation results

MethodLinks
DeepSeek-R1-8B# Shots=12026.0462.4557.8163.3459.1261.2355.6765.1261.2361.8957.0462.0156.8
Llama-3.1-8B# Shots=52026.0461.8956.7866.2361.8563.1258.1566.3460.8961.1556.6363.6658.43
DeepSeek-R1-8B# Shots=02026.0459.7854.8963.6758.6761.2955.4964.4558.9258.7153.7861.5856.35
Qwen3-8B# Shots=32026.0459.6754.2361.4556.1263.7859.3463.4557.9259.8255.1160.1154.97
Llama-3.1-8B# Shots=02026.0458.2349.1262.4553.6860.0850.0863.1254.2357.3447.6960.2550.96
Qwen3-8B# Shots=02026.0456.4548.2360.3452.7858.0549.2661.1252.8955.4447.2958.2850.09
Mistral-7B-v0.3# Shots=52026.0453.8947.2357.4551.3454.5648.457.8951.1253.7146.8655.348.99
Mistral-7B-v0.3# Shots=02026.0452.3446.1256.2350.1253.9747.8556.7850.2351.5845.8354.1848.03