Merge branch 'master' into add/experiment-configuration

README.md

@@ -3,6 +3,10 @@
 A framework for AI-assisted program synthesis.
 Given a problem description and some input-output examples, the framework generates a program that solves the problem.
 
+## Paper
+
+You can find an in-depth discussion of this tool, the philosophy it implements and its usage in our paper, [Fully Autonomous Programming with Large Language Models](https://dl.acm.org/doi/abs/10.1145/3583131.3590481). Consider citing it if you use SEIDR in your research.
+
 ## Usage
 
 ```
@@ -12,7 +16,7 @@ help(dev)
 
 ## Reproducing the experiments from our paper
 
-The experiments reported in [the blog post](https://vadim.me/posts/unreasonable) and in the upcoming paper are contained in `benchmark.py` file. When you run this file, the AI-generated programs are commited to a dedicated github repository, while the metrics (i.e. how many tests every program passes) will be logged in your [Weights and Biases](https://wandb.ai)
+The experiments are contained in `benchmark.py` and `benchmark_humaneval.py` files. When you run this file, the AI-generated programs are commited to a dedicated github repository, while the metrics (i.e. how many tests every program passes) will be logged in your [Weights and Biases](https://wandb.ai)
 
 ### Prerequisites 
 #### Set up Weights and Biases
@@ -108,4 +112,4 @@ python3 benchmark.py \
  --ollama_url "http://URL:PORT"
 ```
 
-Example Slurm scripts are stored in `example_scripts/` and tables with hyperparameters in `/config`
+Example Slurm scripts are stored in `example_scripts/` and tables with hyperparameters in `/config`