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The mysterious Hy3 LLM is topping OpenRouter Model Rankings by a large margin

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101–110 of 116 posts

Re: The mysterious Hy3 LLM is topping OpenRouter Model Rankings by a large margin

#101
post #32

PSA: Don't use OpenRouter for DeepSeek V4 as it messes up you caching. Use DeepSeek API directly and you'll get 2x to 3x more cached tokens.

When you say Deepseek API, you mean servers in China? Or is it a copy of the model operated and run by OpenRouter?

Re: The mysterious Hy3 LLM is topping OpenRouter Model Rankings by a large margin

#102
post #21

I’ve tested this model on four of my benchmarks: https://github.com/lechmazur/buyout_game 10th out 36. https://github.com/lechmazur/pact/ 14th out 25. https://github.com/lechmazur/nyt-connections/ 60th out 81. https://github.com/lechmazur/debate 16th out of 29.

oh, I love the connections benchmark.

Just curious, can you share what are those hardest puzzles that even the top models can't crack? sometimes when I find the puzzle absolutely undecipherable I like to ask LLMs to solve it, and I haven't seen them fail yet.

Re: The mysterious Hy3 LLM is topping OpenRouter Model Rankings by a large margin

#103

Earlier quoted context omitted.

Interesting, it seems we have some providers offering dsv4-flash cheaper than ds themselves. For the full model it's the other way around, all 3rd party providers are 2x+ more expensive.

The cheaper ones are fp4 and fp8 whereas I assume DeepSeek provider is unquantized, so that probably accounts for it. DeepSeek also doesn't necessarily have the cheapest hardware, other providers could be using it as a loss leader, etc

I belive no sane provider, antropic and openai included, serve BF16.

Side note: I suspect Antropic was experimenting with changing quant level based on server load a few months back which is what caused that major quality drop we saw then.

Re: The mysterious Hy3 LLM is topping OpenRouter Model Rankings by a large margin

#104
post #21

I’ve tested this model on four of my benchmarks: https://github.com/lechmazur/buyout_game 10th out 36. https://github.com/lechmazur/pact/ 14th out 25. https://github.com/lechmazur/nyt-connections/ 60th out 81. https://github.com/lechmazur/debate 16th out of 29.

oh, I love the connections benchmark. Just curious, can you share what are those hardest puzzles that even the top models can't crack? sometimes when I find the puzzle absolutely undecipherable I like to ask LLMs to solve it, and I haven't seen them fail yet.

Ask your top model this question : I'm 100 feet away from the carwash, should I drive my car or walk ?

Re: The mysterious Hy3 LLM is topping OpenRouter Model Rankings by a large margin

#105
post #91

Earlier quoted context omitted.

(openrouter co-founder here) Yeah we should do something to indicate cardinality. I can share that there can often (I'm talking generally; not related to this model in particular) be e.g. a very large app that can be pushing a lot of volume. But in almost all cases that app has a large number of end users. Hypothetically, for instance, would Cursor be consider one user, or millions? Will think about it! Thanks for th…

I'd consider Cursor one user because it's one entity that made an editorial decision about which model to make available to their own community. If you treated Cursor as millions of users it might look like millions of people independently chose a new model when actually it was Cursor making the choice for them - and the thing I care most about is how many choices were made that selected a model and put it above the…

An alternative viewpoint is that the single choice made about switching the Cursor model was done after extensive testing by a competent and experienced team. Whereas my naive self choosing a model to play with this week is far less a signal to others that the model is fit for purpose.

Re: The mysterious Hy3 LLM is topping OpenRouter Model Rankings by a large margin

#106
post #97

Earlier quoted context omitted.

Haha, I never tire of the AI haters downvoting stuff like this. Down with reality!!

Or, everyone finally realizes that token burn is not the same as productivity. Maybe they just down voted for the questionable spending brag.

Questionable spending aside, GGP is providing information about how a specific metric may not measure what people think it measures. There is value in that comment.

Re: The mysterious Hy3 LLM is topping OpenRouter Model Rankings by a large margin

#107

Earlier quoted context omitted.

That doesn't mean it can't be used as a market signal. These 2 things can both be true at once.

I'm pretty sure the popularity came from being free at some point

Notice that Hy3 Preview usage didn’t go down after the free period was over https://openrouter.ai/tencent/

The list of apps using Hy3 Preview shows Hermes Agent causing 65% usage over the last 3 weeks https://openrouter.ai/tencent/hy3-preview/apps

  Hermes Agent      72B
  OpenClaw          10B
  OpenHands          9B
  Claude Code        8B
  Kilo Code          8B

Re: The mysterious Hy3 LLM is topping OpenRouter Model Rankings by a large margin

#108

Earlier quoted context omitted.

oh, I love the connections benchmark. Just curious, can you share what are those hardest puzzles that even the top models can't crack? sometimes when I find the puzzle absolutely undecipherable I like to ask LLMs to solve it, and I haven't seen them fail yet.

Ask your top model this question : I'm 100 feet away from the carwash, should I drive my car or walk ?

You messed up the question.

Re: The mysterious Hy3 LLM is topping OpenRouter Model Rankings by a large margin

#109

Tried this extensively in OpenCode, never used it once since Gemma 4 came out, got into thought loops and did stupid edits I didn't ask for more often than the local 31b model. One of the worst "frontier" models I've ever tried.

This article got me messing with it, and I'm loving it as a post-training target.

Training on ~1B tokens on 8xB300 and the first checkpoint halfway in learned really well. Tencent might be struggling with agentic work, but the base knowledge is there.

Re: The mysterious Hy3 LLM is topping OpenRouter Model Rankings by a large margin

#110
post #32

PSA: Don't use OpenRouter for DeepSeek V4 as it messes up you caching. Use DeepSeek API directly and you'll get 2x to 3x more cached tokens.

Can you share more? I'm with OpenRouter and we would love to address this! We don't see this in our own testing, I don't believe -- but will share this feedback and dig in.

Here is some data from my experience using both deepseek v4 flash directly, and deepseek v4 flash via openrouter.

Directly: 135M input tokens - $0.57 (134M cached)

Via OpenRouter 6M tokens - $0.81 (caching stats & inp/out not reported)

Caching is a huge win with using deepseek directly.

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