PAL (Program-Aided Language Models)
reasonwithpal.comPAL is a research methodology that enhances Large Language Models by generating executable Python programs as intermediate reasoning steps for natural language problems. It offloads the actual computation and solution execution to a programmatic runtime, allowing the LLM to focus solely on decomposing tasks into logical code. This approach improves accuracy in mathematical, symbolic, and algorithmic reasoning benchmarks compared to traditional chain-of-thought prompting.
LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.
Normalized 0–100 · last 8 weeks
DataForSEO API
Get LLM mention data of any company via DataForSEO API
Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count.
How to get LLM mention data →// Fetch PAL (Program-Aided Language Models) mentions POST v3/ai_optimization/llm_mentions/search/live [ { "target": [ { "keyword": "PAL (Program-Aided Language Models)", "search_scope": ["any"] } ], "platform": "chat_gpt", "order_by" : ["ai_search_volume,desc"] } ]
