diff --git a/models/DAMO-NLP-MT/polylm-1.7b/harness.sh b/models/DAMO-NLP-MT/polylm-1.7b/harness.sh
new file mode 100644
index 00000000000..a20132397db
--- /dev/null
+++ b/models/DAMO-NLP-MT/polylm-1.7b/harness.sh
@@ -0,0 +1,16 @@
+#!/bin/bash
+
+PRETRAINED="DAMO-NLP-MT/polylm-1.7b"
+TOKENIZER="DAMO-NLP-MT/polylm-1.7b,use_fast=False"
+MODEL_ARGS="pretrained=${PRETRAINED},tokenizer=${TOKENIZER}"
+TASK="jcommonsenseqa-1.1-0.2,jnli-1.1-0.2,marc_ja-1.1-0.2,jsquad-1.1-0.2,jaqket_v2-0.1-0.2,xlsum_ja,xwinograd_ja,mgsm"
+NUM_FEWSHOT="3,3,3,2,1,1,0,5"
+OUTPUT_PATH="models/DAMO-NLP-MT/polylm-1.7b/result.json"
+python main.py \
+    --model hf-causal \
+    --model_args $MODEL_ARGS \
+    --tasks $TASK \
+    --num_fewshot $NUM_FEWSHOT \
+    --device "cuda" \
+    --no_cache \
+    --output_path $OUTPUT_PATH
\ No newline at end of file
diff --git a/models/DAMO-NLP-MT/polylm-1.7b/result.json b/models/DAMO-NLP-MT/polylm-1.7b/result.json
new file mode 100644
index 00000000000..49d600c2b96
--- /dev/null
+++ b/models/DAMO-NLP-MT/polylm-1.7b/result.json
@@ -0,0 +1,71 @@
+{
+  "results": {
+    "jcommonsenseqa-1.1-0.2": {
+      "acc": 0.27882037533512066,
+      "acc_stderr": 0.013411059090653923,
+      "acc_norm": 0.24664879356568364,
+      "acc_norm_stderr": 0.012891912227940063
+    },
+    "jnli-1.1-0.2": {
+      "acc": 0.5168447000821693,
+      "acc_stderr": 0.010131000879683306,
+      "acc_norm": 0.33853738701725555,
+      "acc_norm_stderr": 0.009593673089127825
+    },
+    "marc_ja-1.1-0.2": {
+      "acc": 0.6731517509727627,
+      "acc_stderr": 0.006238642199187777,
+      "acc_norm": 0.6731517509727627,
+      "acc_norm_stderr": 0.006238642199187777
+    },
+    "xwinograd_ja": {
+      "acc": 0.5401459854014599,
+      "acc_stderr": 0.01610211088018111
+    },
+    "jsquad-1.1-0.2": {
+      "exact_match": 20.171094101755966,
+      "f1": 35.56702411988748
+    },
+    "jaqket_v2-0.1-0.2": {
+      "exact_match": 4.982817869415808,
+      "f1": 12.956318214050183
+    },
+    "xlsum_ja": {
+      "rouge2": 7.208548805942722
+    },
+    "mgsm": {
+      "acc": 0.012,
+      "acc_stderr": 0.006900323023694271
+    }
+  },
+  "versions": {
+    "jcommonsenseqa-1.1-0.2": 1.1,
+    "jnli-1.1-0.2": 1.1,
+    "marc_ja-1.1-0.2": 1.1,
+    "jsquad-1.1-0.2": 1.1,
+    "jaqket_v2-0.1-0.2": 0.1,
+    "xlsum_ja": 1.0,
+    "xwinograd_ja": 1.0,
+    "mgsm": 1.0
+  },
+  "config": {
+    "model": "hf-causal",
+    "model_args": "pretrained=DAMO-NLP-MT/polylm-1.7b,tokenizer=DAMO-NLP-MT/polylm-1.7b,use_fast=False",
+    "num_fewshot": [
+      3,
+      3,
+      3,
+      2,
+      1,
+      1,
+      0,
+      5
+    ],
+    "batch_size": null,
+    "device": "cuda",
+    "no_cache": true,
+    "limit": null,
+    "bootstrap_iters": 100000,
+    "description_dict": {}
+  }
+}
\ No newline at end of file
diff --git a/models/DAMO-NLP-MT/polylm-13b/harness.sh b/models/DAMO-NLP-MT/polylm-13b/harness.sh
new file mode 100644
index 00000000000..3e2685c0bfb
--- /dev/null
+++ b/models/DAMO-NLP-MT/polylm-13b/harness.sh
@@ -0,0 +1,16 @@
+#!/bin/bash
+
+PRETRAINED="DAMO-NLP-MT/polylm-13b"
+TOKENIZER="DAMO-NLP-MT/polylm-13b,use_fast=False"
+MODEL_ARGS="pretrained=${PRETRAINED},tokenizer=${TOKENIZER}"
+TASK="jcommonsenseqa-1.1-0.2,jnli-1.1-0.2,marc_ja-1.1-0.2,jsquad-1.1-0.2,jaqket_v2-0.1-0.2,xlsum_ja,xwinograd_ja,mgsm"
+NUM_FEWSHOT="3,3,3,2,1,1,0,5"
+OUTPUT_PATH="models/DAMO-NLP-MT/polylm-13b/result.json"
+python main.py \
+    --model hf-causal \
+    --model_args $MODEL_ARGS \
+    --tasks $TASK \
+    --num_fewshot $NUM_FEWSHOT \
+    --device "cuda" \
+    --no_cache \
+    --output_path $OUTPUT_PATH
\ No newline at end of file
diff --git a/models/DAMO-NLP-MT/polylm-13b/result.json b/models/DAMO-NLP-MT/polylm-13b/result.json
new file mode 100644
index 00000000000..a68a5eafce0
--- /dev/null
+++ b/models/DAMO-NLP-MT/polylm-13b/result.json
@@ -0,0 +1,71 @@
+{
+  "results": {
+    "jcommonsenseqa-1.1-0.2": {
+      "acc": 0.3297587131367292,
+      "acc_stderr": 0.014060242997081397,
+      "acc_norm": 0.2529043789097408,
+      "acc_norm_stderr": 0.013000060342436679
+    },
+    "jnli-1.1-0.2": {
+      "acc": 0.5534100246507806,
+      "acc_stderr": 0.010078756236647866,
+      "acc_norm": 0.4926047658175842,
+      "acc_norm_stderr": 0.01013564618952122
+    },
+    "marc_ja-1.1-0.2": {
+      "acc": 0.42465511142553947,
+      "acc_stderr": 0.006574198527911998,
+      "acc_norm": 0.42465511142553947,
+      "acc_norm_stderr": 0.006574198527911998
+    },
+    "xwinograd_ja": {
+      "acc": 0.662148070907195,
+      "acc_stderr": 0.015281219220241183
+    },
+    "jsquad-1.1-0.2": {
+      "exact_match": 70.41873030166592,
+      "f1": 82.58920858925727
+    },
+    "jaqket_v2-0.1-0.2": {
+      "exact_match": 53.350515463917525,
+      "f1": 60.14697168047684
+    },
+    "xlsum_ja": {
+      "rouge2": 15.0648799446579
+    },
+    "mgsm": {
+      "acc": 0.02,
+      "acc_stderr": 0.008872139507342683
+    }
+  },
+  "versions": {
+    "jcommonsenseqa-1.1-0.2": 1.1,
+    "jnli-1.1-0.2": 1.1,
+    "marc_ja-1.1-0.2": 1.1,
+    "jsquad-1.1-0.2": 1.1,
+    "jaqket_v2-0.1-0.2": 0.1,
+    "xlsum_ja": 1.0,
+    "xwinograd_ja": 1.0,
+    "mgsm": 1.0
+  },
+  "config": {
+    "model": "hf-causal",
+    "model_args": "pretrained=DAMO-NLP-MT/polylm-13b,tokenizer=DAMO-NLP-MT/polylm-13b,use_fast=False",
+    "num_fewshot": [
+      3,
+      3,
+      3,
+      2,
+      1,
+      1,
+      0,
+      5
+    ],
+    "batch_size": null,
+    "device": "cuda",
+    "no_cache": true,
+    "limit": null,
+    "bootstrap_iters": 100000,
+    "description_dict": {}
+  }
+}
\ No newline at end of file