Comment by phenomen
16 hours ago
It's also the only model that generates accurate translation and localization. No other frontier model comes close. Although Gemini's coding capabilities are subpar, its natural language processing is top-tier.
16 hours ago
It's also the only model that generates accurate translation and localization. No other frontier model comes close. Although Gemini's coding capabilities are subpar, its natural language processing is top-tier.
I’m curious how you guys keep track of each model’s coding capabilities. The landscape keeps changing. I don’t suppose you benchmark all frontier models every other month, right?
I use them. Daily. Gemini hasn’t been a contender by comparison for a long time.
I wonder if it's a harness thing or a model thing at this point. I feel all coding models are quite capable for most tasks I want them to do.
Most of the time I don't need what the bench tests and I'm not really giving them completely ambiguous tasks without any refinement.
I only find marginal differences between models at this point and it almost feels like personality quirks in each model than anything.
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True but it has a niche in SQL reviews for me. Looks like Google has a lot of good sql in their corpus and in their RL digital lobotomy factory.
I did a test involving implementing cobol control flow in Java for a source to source translation project. Gemini was the only model to get the edge cases. Cobol is very peculiar in this regard.
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I had a typical $20 Gemini plan that I just downgraded to their $5 plan (to keep access to some of the models). It had been so long since I let Gemini work on (or review) any code / design / html (anything) that I couldn't justify bothering to keep wasting money on it. It fell behind badly over the past year. Astra might as well be an alien super intelligence at code compared to Gemini. I enjoy talking to Gemini, it is very good at conversation, I get solid answers to everyday questions. I intend to keep the $5 plan indefinitely for basic use. I don't expect they'll ever resurface as a competitor in coding with Astra & Fable et al.
That might depend on whether you are translating fiction or nonfiction.
Anecdotally I'd rate Gemini behind Claude and OpenAI models at fiction and I can't find any benchmarks showing Gemini is the clear winner at this task.
I found that it's shockingly good with R. (the only language I know and can correct for)
I doubt they even intended it to be, but it seems like I kept going from resorting to 3.5-3.8 (over time) to realizing that Claude and GPT, while great at Python, will make rudimentary mistakes with R; even when they compose giant complicated R code.
I'm guessing this is partly because of Gemini's world knowledge. I tried asking the model multiple internet humor and memes and it answered correctly around 80% of the time