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CursorBench 3.1

cursor.com

31–40 of 107 posts

Re: CursorBench 3.1

#32
post #11

I'm a bit skeptical. Cursor's benchmark finds that Cursor's model (Composer 2.5) is basically as good as Opus 4.8 max and GPT-5.5 xhigh, but at a fraction of the price. Artificial Analysis' testing shows Composer 2.5 to be pretty far behind: https://artificialanalysis.ai/agents/coding-agents . You look at the DeepSWE benchmark (which is probably the hardest to game at this point) and GPT-5.5 xhigh gets a 64, Opus 4.8…

I mean, they train their model on their training data. So by it should score well on their own benchmark.

Re: CursorBench 3.1

#33
post #6

I'm pretty baffled by their choice of axes. I would have thought that the left was the cheapest, not the most expensive. I appreciate that this layout means that top right can be best, but it's still unintuitive to have this backwards cost axis IMO. Putting that aside, I spend all day every day implementing very, very hard things right on the edge of what agents are (barely, sometimes) capable of, and I have had to k…

It’s Gartner. Top-right is where you want to be.

gartner magic quadrant charts don't break the natural expectation of left-to-right, and bottom-to-top, increasing values, this charts from cursor post do.

Re: CursorBench 3.1

#34
Cursor’s model excels at Cursor’s benchmark; news at 11.

The other models however are reasonably where I’d expect them to be from experience piloting all of them. Fable is outclassing everything at most things at 10x the cost, but sometimes it isn’t a choice between cheap and expensive, but expensive and possible; I’ll need to learn where that boundary is just as it was the case with other models.

Re: CursorBench 3.1

#35
post #6

I'm pretty baffled by their choice of axes. I would have thought that the left was the cheapest, not the most expensive. I appreciate that this layout means that top right can be best, but it's still unintuitive to have this backwards cost axis IMO. Putting that aside, I spend all day every day implementing very, very hard things right on the edge of what agents are (barely, sometimes) capable of, and I have had to k…

You can set GPT 5.5 to 1M context mode in Cursor but it costs more after the default 272k.

Yeah I've done this, it's just unaffordably/impractically expensive compared to the official subscriptions :/

Re: CursorBench 3.1

#36

Earlier quoted context omitted.

It’s Gartner. Top-right is where you want to be.

gartner magic quadrant charts don't break the natural expectation of left-to-right, and bottom-to-top, increasing values, this charts from cursor post do.

Sounds like you're in the Trough of Disillusionment.

Re: CursorBench 3.1

#37
I wish all these sites would show pareto frontier graphs of cost/performance. That's the main 2 things that matter (I guess you could make it 3D with a speed param as well). https://paraplouis.github.io/llm-pareto-frontier/ is the best of these graphs I've seen but it doesn't update as frequently as I'd like.

Re: CursorBench 3.1

#38
post #11

I'm a bit skeptical. Cursor's benchmark finds that Cursor's model (Composer 2.5) is basically as good as Opus 4.8 max and GPT-5.5 xhigh, but at a fraction of the price. Artificial Analysis' testing shows Composer 2.5 to be pretty far behind: https://artificialanalysis.ai/agents/coding-agents . You look at the DeepSWE benchmark (which is probably the hardest to game at this point) and GPT-5.5 xhigh gets a 64, Opus 4.8…

DeepSWE is slightly flawed in the sense that is uses only its own harness and that causes issues on models that are not correctly supported by it. There's huge amount of evidence that the harness plays a big role in how these models work and yet DeepSWE entirely removes that (and has probably only tested that it works fine with some favourite model of them).

There's also issues with cost calculation (as that harness doesn't use caches) and so on as reported on their github issues.

None of the benchmarks are perfect, but that does explain a lot of the variations between benchmarks.

Re: CursorBench 3.1

#39
post #11

I'm a bit skeptical. Cursor's benchmark finds that Cursor's model (Composer 2.5) is basically as good as Opus 4.8 max and GPT-5.5 xhigh, but at a fraction of the price. Artificial Analysis' testing shows Composer 2.5 to be pretty far behind: https://artificialanalysis.ai/agents/coding-agents . You look at the DeepSWE benchmark (which is probably the hardest to game at this point) and GPT-5.5 xhigh gets a 64, Opus 4.8…

Anecdotally, I find Composer 2.5 to be useless. I do use light LLMs like Claude Haiku and some of Cursor's older free models, but Composer is negative productivity for me.

Re: CursorBench 3.1

#40
Why would anyone take this benchmark seriously? Cursor is obviously biased here. They can design it and its presentation however they want to tell the story they want to tell.
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