From 25891cbf825ffc4f6447a7dd265b32c9c6110179 Mon Sep 17 00:00:00 2001
From: chichun-charlie-liu
 <57839396+chichun-charlie-liu@users.noreply.github.com>
Date: Mon, 9 Jun 2025 15:41:38 -0400
Subject: [PATCH] Update README.md

Signed-off-by: chichun-charlie-liu <57839396+chichun-charlie-liu@users.noreply.github.com>
---
 examples/GPTQ/README.md | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/examples/GPTQ/README.md b/examples/GPTQ/README.md
index a9ffb708..7d62f101 100644
--- a/examples/GPTQ/README.md
+++ b/examples/GPTQ/README.md
@@ -72,7 +72,7 @@ This end-to-end example utilizes the common set of interfaces provided by `fms_m
 
     ```bash
     lm_eval --model hf \
-            --model_args pretrained="Meta-Llama-3-8B-GPTQ,dtype=float16,autogptq=True,enforce_eager=True" \
+            --model_args pretrained="Meta-Llama-3-8B-GPTQ,dtype=float16,gptqmodel=True=True,enforce_eager=True" \
             --tasks lambada_openai \
             --num_fewshot 5 \
             --device cuda:0 \
@@ -82,18 +82,21 @@ This end-to-end example utilizes the common set of interfaces provided by `fms_m
 ## Example Test Results
 
 - Unquantized Model
+- 
 |Model       |    Tasks     |Version|Filter|n-shot|  Metric  |   |Value |   |Stderr|
 |------------|--------------|------:|------|-----:|----------|---|-----:|---|-----:|
 | LLAMA3-8B  |lambada_openai|      1|none  |     5|acc       |↑  |0.7103|±  |0.0063|
 |            |              |       |none  |     5|perplexity|↓  |3.7915|±  |0.0727|
 
 - Quantized model with the settings showed above (`desc_act` default to False.)
+- 
 |Model       |    Tasks     |Version|Filter|n-shot|  Metric  |   |Value  |   |Stderr|
 |------------|--------------|------:|------|-----:|----------|---|------:|---|-----:|
 | LLAMA3-8B  |lambada_openai|      1|none  |     5|acc       |↑  |0.6365 |±  |0.0067|
 |            |              |       |none  |     5|perplexity|↓  |5.9307 |±  |0.1830|
 
 - Quantized model with `desc_act` set to `True` (could improve the model quality, but at the cost of inference speed.)
+- 
 |Model       |    Tasks     |Version|Filter|n-shot|  Metric  |   |Value  |   |Stderr|
 |------------|--------------|------:|------|-----:|----------|---|------:|---|-----:|
 | LLAMA3-8B  |lambada_openai|      1|none  |     5|acc       |↑  |0.6193 |±  |0.0068|