From 5127ede356ab0f8d0881b7fb14604d3a4fd8914a Mon Sep 17 00:00:00 2001
From: stephanebonnevay <stephane.bonnevay@lizeo-group.com>
Date: Thu, 5 Jun 2025 07:39:13 +0200
Subject: [PATCH] Readme

---
 README.md | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 825f4bd..dfac790 100644
--- a/README.md
+++ b/README.md
@@ -429,10 +429,9 @@ For our experiments, we consider two simple models for the opponent where:
 
 We evaluate the models' ability to identify these behavioural patterns by calculating the average number of points earned per round.
 
-Figures present the average points earned per round and the   95% confidence interval for each LLM against the two opponent behavior  
-models in the matching pennies game, whether the LLM generates a strategy or one-shot actions. 
+Figures present the average points earned and prediction per round (95% confidence interval) for each LLM against the two opponent behavior (constant and alternate) models in the matching pennies game. 
 
-...
+Against Constant behavior, <tt>GPT-4.5</tt> and <tt>Qwen3</tt> ...
 
 ![Prediction Accuracy per Round by Actions Against Constant Behaviour (with 95% Confidence Interval)](figures/mp/mp_prediction_ConstHT.svg)
 ![Points Earned per Round by Actions Against Constant Behaviour (with 95% Confidence Interval)](figures/mp/mp_payoff_ConstHT.svg)
-- 
GitLab