branch: externals/ellama
commit 73d07c36529f7129e9d9be8ecacf41be953ac5e9
Author: Sergey Kostyaev <sskosty...@gmail.com>
Commit: Sergey Kostyaev <sskosty...@gmail.com>

    Improve docs
---
 README.org | 7 +++++++
 ellama.el  | 4 +++-
 2 files changed, 10 insertions(+), 1 deletion(-)

diff --git a/README.org b/README.org
index 21a8a7a336..89a531cce4 100644
--- a/README.org
+++ b/README.org
@@ -229,6 +229,13 @@ Chat translation enable.
 
 Chat translation disable.
 
+*** ellama-solve-reasoning-problem
+
+Solve reasoning problem with [[https://arxiv.org/pdf/2406.12442][Absctraction 
of Thought]] technique. It
+uses a chain of multiple messages to LLM and help it to provide much
+better answers on reasoning problems. Even small LLMs like 
[[https://ollama.com/library/phi3][phi3-mini]]
+provides much better results on reasoning tasks using AoT.
+
 ** Keymap
 
 Here is a table of keybindings and their associated functions in
diff --git a/ellama.el b/ellama.el
index 42e3fce000..de3ae60526 100644
--- a/ellama.el
+++ b/ellama.el
@@ -1334,8 +1334,10 @@ last step only.
                  (when tl
                    (ellama-chain res tl (cons res acc))))))))
 
+;;;###autoload
 (defun ellama-solve-reasoning-problem (problem)
-  "Solve reasoning PROBLEM with absctraction of thought."
+  "Solve reasoning PROBLEM with absctraction of thought.
+Problem will be solved with the chain of questions to LLM."
   (interactive "sProblem: ")
   (ellama-chain
    problem

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