From af1c98d7a8bab2c2f4811dfadecdae30333a5b64 Mon Sep 17 00:00:00 2001
From: Merkel Tranjes <140164174+rnkrtt@users.noreply.github.com>
Date: Mon, 23 Jun 2025 16:23:02 +0200
Subject: [PATCH] Update README.md

---
 environments/community/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/environments/community/README.md b/environments/community/README.md
index a622afc6..e139dc38 100644
--- a/environments/community/README.md
+++ b/environments/community/README.md
@@ -293,7 +293,7 @@ A unique environment for training LLMs to express needs and desires through auth
 **Author**: [JakeBoggs](https://github.com/JakeBoggs)
 **Purpose**: Train LLMs to generate humorous punchlines using Verifiable Rewards via Completion Likelihood Improvement (VR-CLI)
 
-A specialized environment for training LLMs to understand humor by generating joke punchlines through a novel RL technique from the paper "Learning to Reason for Long-Form Story Generation" (Gurning & Lapata, 2025). The environment teaches models to first generate reasoning that leads to good punchlines, with rewards based on how much the reasoning improves the likelihood of the actual punchline.
+A specialized environment for training LLMs to understand humor by generating joke punchlines through a novel RL technique from the paper "Learning to Reason for Long-Form Story Generation" (Gurung & Lapata, 2025). The environment teaches models to first generate reasoning that leads to good punchlines, with rewards based on how much the reasoning improves the likelihood of the actual punchline.
 
 **Features**:
 - **VR-CLI Methodology**: Uses Verifiable Rewards via Completion Likelihood Improvement for reduced overfitting