Update README.md

lambda-calculus-LLM · web-flow · commit d6cc99358873 · 2026-03-20T02:09:02.000+05:30
diff --git a/README.md b/README.md
@@ -1,5 +1,5 @@
 # $\lambda$-RLM
-Code for **The $\mathbf{Y}$-Combinator for LLMs: \\ Solving Long-Context Rot with $\lambda$-Calculus**: a framework for long-context reasoning that replaces free-form recursive code generation with a typed functional runtime grounded in $\lambda$-calculus.
+Code for **The $\mathbf{Y}$-Combinator for LLMs:Solving Long-Context Rot with $\lambda$-Calculus**: a framework for long-context reasoning that replaces free-form recursive code generation with a typed functional runtime grounded in $\lambda$-calculus.
 
 <p align="center">
   <img src="intro.png" alt="Lambda-RLM results figure" width="900" />
@@ -119,4 +119,4 @@ python benchmarks/benchmark.py --datasets sniah --model meta/llama-3.3-70b-instr
 
 ```bash
 python benchmarks/benchmark.py --datasets sniah --model meta/llama-3.3-70b-instruct --methods lambda_rlm --n-samples-per-bucket 2 --max-iter 8 --max-depth 2 --context-window 100000 --output-dir ./results/llama-3.3-70b-instruct_lambda_rlm
-```
+```
