Edit ‘autogollark’

autogollark.myco

@@ -22,7 +22,7 @@ Autogollark currently comprises the dataset, the search API server and the [[htt
 }
 * {Tool capabilities (how to get the data? Examples in context only?!).
 * Synthetic via instruct model.
-* {RL (also include reasoning, of course). Probably hard though (sparse rewards). https://arxiv.org/abs/2403.09629. [[https://arxiv.org/abs/2503.22828]] would probably work. [[https://arxiv.org/abs/2505.15778]] [[https://arxiv.org/abs/2505.24864]]
+* {RL (also include reasoning, of course). Probably hard though (sparse rewards). https://arxiv.org/abs/2403.09629. [[https://arxiv.org/abs/2503.22828]] would probably work. [[https://arxiv.org/abs/2505.15778]] [[https://arxiv.org/abs/2505.24864]] [[https://arxiv.org/abs/2509.06160]]
 * Unclear whether model could feasibly learn tool use "from scratch", so still need SFT pipeline.
 }
 * https://arxiv.org/abs/2310.04363 can improve sampling (roughly) //and// train for tool use.