The Syracuse Nationals and Tri-Cities Blackhawks joined the NBA in 1949 as part of the BAA-NBL absorption. I was not a huge NBA fan at that time. During that season’s playoffs, the Bobcats officially reclaimed the Hornets name, and by agreement with the league and the Pelicans, also received sole ownership of all history, records, and statistics from the Pelicans’ time in Charlotte. The NBA is also the only league that regularly schedules games on Christmas Day. The league began to phase in the updated logo across its properties during the 2017 NBA Summer League. Congolese Dikembe Mutombo – fourth overall pick in the 1991 NBA draft, four-time NBA Defensive Player of the Year, eight-time NBA All-Star and Hall of Famer. Use this more than normal search if the question is about NBA basketball, like ‘who is the highest scoring player in the NBA? GPT-3: Jayson Tatum scored more points in the 2020-2021 NBA season, with 2,014 points compared to Nikola Jokic’s 1,871 points.

Final Answer: The Boston Celtics are allowing 7.4% more points per game this season compared to last season. Gluing this together only took an hour or two, and felt very weird compared to the traditional software development I’m used to. Instead of composing well-defined APIs, I was gluing together modules which used natural language as the interface, and even using an LLM to drive control flow. In other cases the LLM would just fail to come up with a query that Statmuse could understand. In these cases it would loop and try things, eventually giving up and resorting to a Google search which rarely had the right data available. I think this points to both the beauty and fragility of this setup: I never taught the model how to use Statmuse, it just started running queries, and did fine in some cases. Initially, the model asked Statmuse for “Boston Celtics points allowed per game”, without adding “this season” at the end.

It figures out that it can look up the points allowed this season and last season independently on Statmuse, and then use a calculator to do the math between them. I didn’t have to explicitly teach the agent to use Statmuse, it figured out a good pattern on its own. Action: Statmuse, Action Input: Who is the highest scoring player on the Los Angeles Lakers in 2020? How many points have been scored by the best player on the Los Angeles Lakers this year? Action: Statmuse, Action Input: Who is the best player on the Los Angeles Lakers in 2020? According to an independent study by Ronald Beech of Game 6 of the 2002 Western Conference Finals between the Los Angeles Lakers and Sacramento Kings, although the refs increased the Lakers’ chances of winning through foul calls during the game, there was no collusion to fix the game. Here are the stats of key players for this game.

What I find remarkable here is that Statmuse designed an error message that was intended to be read by humans, and our agent LLM was able to use that error message to iterate on its usage of the tool. A full list can be found here. For full list see this page. Still, I’d want to think more about how to get the agent to detect whether the data that came back from the tool was really responding correctly to the query. I woke up and I could not go back to sleep, then I reached my phone and checked Instagram out of boredom. In this case, I just send the query to Statmuse’s website and scrape out the answer they print out. Statmuse is an awesome website where you can type in natural language queries about sports and it gives detailed answers. A sports search engine. Then, we give the Langchain agent access to this tool, alongside two tools built into Langchain by default: a Google Search API, and a math calculator.

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