diff --git a/eval_mm/EVALUATION.md b/eval_mm/EVALUATION.md
index f814ed8..4a55488 100644
--- a/eval_mm/EVALUATION.md
+++ b/eval_mm/EVALUATION.md
@@ -306,6 +306,50 @@ python -m torch.distributed.launch --use-env \
+### [DocVQA](https://www.docvqa.org/datasets)
+
+
+Data Preparation
+
+```bash
+mkdir -p data/docvqa && cd data/docvqa
+
+# download images and annotations from https://www.docvqa.org/datasets
+
+# download converted files
+# train
+wget https://ofasys-wlcb.oss-cn-wulanchabu.aliyuncs.com/Qwen-VL/evaluation/docvqa/train.jsonl
+# val
+wget https://ofasys-wlcb.oss-cn-wulanchabu.aliyuncs.com/Qwen-VL/evaluation/docvqa/val.jsonl
+# test
+wget https://ofasys-wlcb.oss-cn-wulanchabu.aliyuncs.com/Qwen-VL/evaluation/docvqa/test.jsonl
+cd ../..
+```
+
+
+
+
+Evaluation
+
+```bash
+# evaluate vqa score on docvqa val split
+ds="docvqa_val"
+checkpoint=/PATH/TO/CHECKPOINT
+python -m torch.distributed.launch --use-env \
+ --nproc_per_node ${NPROC_PER_NODE:-8} \
+ --nnodes ${WORLD_SIZE:-1} \
+ --node_rank ${RANK:-0} \
+ --master_addr ${MASTER_ADDR:-127.0.0.1} \
+ --master_port ${MASTER_PORT:-12345} \
+ evaluate_vqa.py \
+ --checkpoint $checkpoint \
+ --dataset $ds \
+ --batch-size 8 \
+ --num-workers 2
+```
+
+
+
### [ChartQA](https://aclanthology.org/2022.findings-acl.177/)