diff --git a/configs/datasets/FewCLUE_chid/FewCLUE_chid_ppl_8f2872.py b/configs/datasets/FewCLUE_chid/FewCLUE_chid_ppl_8f2872.py
index 0a30b0fb..035b8790 100644
--- a/configs/datasets/FewCLUE_chid/FewCLUE_chid_ppl_8f2872.py
+++ b/configs/datasets/FewCLUE_chid/FewCLUE_chid_ppl_8f2872.py
@@ -21,7 +21,7 @@ chid_infer_cfg = dict(
     retriever=dict(type=ZeroRetriever),
     inferencer=dict(type=PPLInferencer))
 
-chid_eval_cfg = dict(evaluator=dict(type=AccEvaluator), pred_role="BOT")
+chid_eval_cfg = dict(evaluator=dict(type=AccEvaluator))
 
 chid_datasets = [
     dict(
diff --git a/opencompass/datasets/GaokaoBench.py b/opencompass/datasets/GaokaoBench.py
index 08c411e4..95d152b4 100644
--- a/opencompass/datasets/GaokaoBench.py
+++ b/opencompass/datasets/GaokaoBench.py
@@ -14,7 +14,7 @@ class GaokaoBenchDataset(BaseDataset):
 
     @staticmethod
     def load(path: str):
-        with open(path) as f:
+        with open(path, encoding='utf-8') as f:
             data = json.load(f)
         return Dataset.from_list(data['example'])
 
diff --git a/opencompass/datasets/agieval/agieval.py b/opencompass/datasets/agieval/agieval.py
index 2d5541a2..5a76975c 100644
--- a/opencompass/datasets/agieval/agieval.py
+++ b/opencompass/datasets/agieval/agieval.py
@@ -6,11 +6,10 @@ from datasets import Dataset
 from opencompass.openicl.icl_evaluator import BaseEvaluator
 from opencompass.registry import ICL_EVALUATORS, LOAD_DATASET
 
+from ..base import BaseDataset
 from .math_equivalence import is_equiv
 from .post_process import parse_math_answer
 
-from ..base import BaseDataset
-
 
 @LOAD_DATASET.register_module()
 class AGIEvalDataset(BaseDataset):
@@ -40,7 +39,7 @@ class AGIEvalDataset_v2(BaseDataset):
     def load(path: str, name: str, setting_name: str):
         assert setting_name in 'zero-shot', 'only support zero-shot setting'
         filename = osp.join(path, name + '.jsonl')
-        with open(filename) as f:
+        with open(filename, encoding='utf-8') as f:
             _data = [json.loads(line.strip()) for line in f]
         data = []
         for _d in _data:
diff --git a/opencompass/datasets/mmlu.py b/opencompass/datasets/mmlu.py
index c55c4228..ee0fc57e 100644
--- a/opencompass/datasets/mmlu.py
+++ b/opencompass/datasets/mmlu.py
@@ -17,7 +17,7 @@ class MMLUDataset(BaseDataset):
         for split in ['dev', 'test']:
             raw_data = []
             filename = osp.join(path, split, f'{name}_{split}.csv')
-            with open(filename) as f:
+            with open(filename, encoding='utf-8') as f:
                 reader = csv.reader(f)
                 for row in reader:
                     assert len(row) == 6
diff --git a/opencompass/tasks/openicl_eval.py b/opencompass/tasks/openicl_eval.py
index e1d0ef5c..8221bb27 100644
--- a/opencompass/tasks/openicl_eval.py
+++ b/opencompass/tasks/openicl_eval.py
@@ -125,6 +125,8 @@ class OpenICLEvalTask(BaseTask):
             self.logger.error(
                 f'Task {task_abbr_from_cfg(self.cfg)}: {result["error"]}')
             return
+        else:
+            self.logger.info(f'Task {task_abbr_from_cfg(self.cfg)}: {result}')
 
         # Save result
         out_path = get_infer_output_path(self.model_cfg, self.dataset_cfg,
diff --git a/opencompass/tasks/openicl_infer.py b/opencompass/tasks/openicl_infer.py
index 34db6432..3e98d939 100644
--- a/opencompass/tasks/openicl_infer.py
+++ b/opencompass/tasks/openicl_infer.py
@@ -11,7 +11,8 @@ from opencompass.registry import (ICL_INFERENCERS, ICL_PROMPT_TEMPLATES,
                                   ICL_RETRIEVERS, TASKS)
 from opencompass.tasks.base import BaseTask
 from opencompass.utils import (build_dataset_from_cfg, build_model_from_cfg,
-                               get_infer_output_path, get_logger)
+                               get_infer_output_path, get_logger,
+                               task_abbr_from_cfg)
 
 
 @TASKS.register_module(force=(__name__ == '__main__'))  # A hack for script run
@@ -30,6 +31,7 @@ class OpenICLInferTask(BaseTask):
         run_cfg = self.model_cfgs[0].get('run_cfg', {})
         self.num_gpus = run_cfg.get('num_gpus', 0)
         self.num_procs = run_cfg.get('num_procs', 1)
+        self.logger = get_logger()
 
     def get_command(self, cfg_path, template):
         """Get the command template for the task.
@@ -51,6 +53,7 @@ class OpenICLInferTask(BaseTask):
         return template.format(task_cmd=command)
 
     def run(self):
+        self.logger.info(f'Task {task_abbr_from_cfg(self.cfg)}')
         for model_cfg, dataset_cfgs in zip(self.model_cfgs, self.dataset_cfgs):
             self.max_out_len = model_cfg.get('max_out_len', None)
             self.batch_size = model_cfg.get('batch_size', None)
@@ -61,6 +64,10 @@ class OpenICLInferTask(BaseTask):
                 self.dataset_cfg = dataset_cfg
                 self.infer_cfg = self.dataset_cfg['infer_cfg']
                 self.dataset = build_dataset_from_cfg(self.dataset_cfg)
+                self.sub_cfg = {
+                    'models': [self.model_cfg],
+                    'datasets': [[self.dataset_cfg]],
+                }
                 out_path = get_infer_output_path(
                     self.model_cfg, self.dataset_cfg,
                     osp.join(self.work_dir, 'predictions'))
@@ -69,6 +76,8 @@ class OpenICLInferTask(BaseTask):
                 self._inference()
 
     def _inference(self):
+        self.logger.info(
+            f'Start inferencing {task_abbr_from_cfg(self.sub_cfg)}')
 
         assert hasattr(self.infer_cfg, 'ice_template') or hasattr(self.infer_cfg, 'prompt_template'), \
             'Both ice_template and prompt_template cannot be None simultaneously.'  # noqa: E501