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step 1 : annotation
bash scripts/qwen3_inference.sh
step 2 : add modality information
bash add_mod.sh
step 3 : sentiment hexatuple extraction
gemini: bash hexatuple_extraction_gemini.sh
gpt-o3: bash hexatuple_extraction_o3.sh
step 4 : emsembel
python sft_ensemble.py
step 5 : semtiment flipping analysis
gemini: bash flipping_analysis_gemini.sh
o3: bash flipping_analysis_o3.sh
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