Algorithm Of Thoughts

Algoritmo de pensamiento

La implementación de código abierto del "Algoritmo de los pensamientos: mejorar la exploración de ideas en modelos de idiomas grandes" que aumenta el razonamiento del modelo en casi un 80% o un 10% más que Tree of Thinendes.

Algoritmo de pensamientos: Mejora de la exploración de ideas en modelos de idiomas grandes

Instalación

pip install aot-x

Uso

 from aot . main import AoT

task = """

Use numbers and basic arithmetic operations (+ - * /) to obtain 24. When
considering the next steps, do not choose operations that will result in a
negative or fractional number. In order to help with the calculations, the
numbers in the parenthesis represent the numbers that are left after the
operations and they are in descending order.
Another thing we do is when there are only two numbers left in the parenthesis, we
check whether we can arrive at 24 only by using basic arithmetic operations
(+ - * /). Some examples regarding this idea:
(21 2) no
since 21 + 2 = 23, 21 - 2 = 19, 21 * 2 = 42, 21 / 2 = 10.5, none of which is equal
to 24.
(30 6) 30 - 6 = 24 yes
(8 3) 8 * 3 = 24 yes
(12 8) no
(48 2) 48 / 2 = 24 yes
Most importantly, do not give up, all the numbers that will be given has indeed a
solution.

14 8 8 2

OBJECTIVE
#########
5 10 5 2
"""


dfs = AoT (
    num_thoughts = 2 ,
    max_steps = 10 , 
    value_threshold = 1 ,
    initial_prompt = task ,
    openai_api_key = "ENETER IN YOUR API KEY"
)

result = dfs . solve ()
print ( result )

Hacer

• Todos los pensamientos superiores a 0.5 se agregan a caché o vectorial a largo plazo
• Búsqueda de DFS similar al algoritmo de pensamientos
• Proponer la función de soluciones
• Retroceder a los estados exitosos más cercanos
• Implementar la estrategia de evaluación similar a TOT con [0.0, 1.0]
• Demostración de trabajo: Realiza la búsqueda y luego retrocede a través de los estados, proporciona texto verde para imágenes verdes
• Demostración a ojo

Citación

 @misc{2308.10379,
Author = {Bilgehan Sel and Ahmad Al-Tawaha and Vanshaj Khattar and Lu Wang and Ruoxi Jia and Ming Jin},
Title = {Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models},
Year = {2023},