Update README.md

README.md

@@ -45,7 +45,7 @@ The table shows the results on the [Wiggle150](https://pubs.acs.org/doi/10.1021/
 
 | **Method** | **MAE (kcal/mol)** | **RMSE (kcal/mol)** |
 |------------|--------------------|---------------------|
-| AceFF-2.0  |                    |                     |
+| AceFF-2.0  | 1.76               | 2.34                |
 | AceFF-1.1  | 2.51               | 3.18                |
 | AceFF-1.0  | 2.73               | 3.32                |
 | AIMNet2    | 2.39               | 3.13                |
@@ -53,19 +53,17 @@ The table shows the results on the [Wiggle150](https://pubs.acs.org/doi/10.1021/
 
 *Performance of MLIPs on Wiggle150 benchmark*
 
-### Schrodinger ligands test set
-We create our own hold-out test set by labelling 650 ligands from the [Schrodinger public binding free energy benchmark](https://github.com/schrodinger/public_binding_free_energy_benchmark) (Jacs, Merk, and charge_annhil sets) with AceFF's DFT level of theory. We evaluate the Force MAE of the AceFF predictions.
-![ligand_testset](https://media.githubusercontent.com/media/Acellera/aceff_examples/refs/heads/main/figures/ligand_testset.png)
+More bechmarks coming soon in a pre-print, stay tuned...
 
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 ## Key Features
 
 - **Broad Applicability:** Supports diverse drug-like molecules, including charged species and rare chemical groups.
-- **High Accuracy:** Benchmark-tested on the JACS dataset, demonstrating performance comparable to or better than MM-based methods (e.g., GAFF2, FEP+).
+- **High Accuracy:** Benchmarked on a wide array of test cases.
 - **Improved Stability:** Enables a 2 fs timestep for NNP/MM simulations, significantly reducing computational costs.
 - **Integration-Friendly:** Available for RBFE calculations via [HTMD](https://github.com/acellera/htmd).
-- **Open Science:** The model and all benchmarking data are accessible on GitHub for not-for-profit usage.
+- **Open Science:** The model is available with an Apache 2.0 license.
 
 
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