Hugging Face's logo
Aditya Channa's picture
5

Aditya Channa

Aditya0619
·

AI & ML interests

None yet

Recent Activity

liked a model 11 days ago
Aditya0619/Podcaster_phi4
reacted to chansung's post with 👍 15 days ago
Simple summarization of Evolving Deeper LLM Thinking (Google DeepMind) The process starts by posing a question. 1) The LLM generates initial responses. 2) These generated responses are evaluated according to specific criteria (program-based checker). 3) The LLM critiques the evaluated results. 4) The LLM refines the responses based on the evaluation, critique, and original responses. The refined response is then fed back into step 2). If it meets the criteria, the process ends. Otherwise, the algorithm generates more responses based on the refined ones (with some being discarded, some remaining, and some responses potentially being merged). Through this process, it demonstrated excellent performance in complex scheduling problems (travel planning, meeting scheduling, etc.). It's a viable method for finding highly effective solutions in specific scenarios. However, there are two major drawbacks: 🤔 An excessive number of API calls are required. (While the cost might not be very high, it leads to significant latency.) 🤔 The evaluator is program-based. (This limits its use as a general method. It could potentially be modified/implemented using LLM as Judge, but that would introduce additional API costs for evaluation.) https://arxiv.org/abs/2501.09891
updated a model 15 days ago
Aditya0619/Podcaster_phi4
View all activity

Organizations

None yet

Aditya0619's activity

liked a model 11 days ago
liked a dataset 17 days ago
liked a model 3 months ago
liked a model 4 months ago
liked a Space 4 months ago