Really really working repo or what?
The naming of these repositories it absolutely baffling...
I don't know what the earlier versions were like, but a quant of this one seemed fine in LM Studio. I posted a working IQ3_XXS GGUF quant (other quants too) on jhofseth/Reflection-Llama-3.1-70B-GGUF and leafspark/Reflection-Llama-3.1-70B-GGUF posted Q2_K_L Q3_K_XL Q4_K_L. A couple other quants just appeared elsewhere and many, many more will follow for sure! FYI, I found the two I tested below IQ3_XXS GGUF don't properly follow the reflection pattern (deleted IQ2_XXS and IQ1_S from the repo), but IQ3_XXS GGUF definitely worked well and followed the reflection pattern.
I've not benchmarked any quant, but here is a quant comparison question:
For example, Reflection-Llama-3.1-70B-IQ3XXS.gguf answered a question correctly that Meta-Llama-3.1-70B-Instruct.i1-IQ3_XXS.gguf got incorrect: Which weighs more, a pound of water, two pounds of bricks, a pound of feathers, or three pounds of air?
Meta-Llama-3.1-70B-Instruct.i1-IQ3_XXS.gguf : "The answer is: they all weigh the same amount!
A pound of water weighs 1 pound.
Two pounds of bricks weigh 2 pounds (but we're comparing to other things that weigh only 1 pound).
A pound of feathers weighs 1 pound.
Three pounds of air weigh 3 pounds, but again, we're comparing to other things that weigh only 1 pound.
So, if we compare the items that all weigh the same amount, we have: a pound of water, a pound of feathers. Both of these options weigh the same amount!
But wait... what about two pounds of bricks? That's more than one pound! And three pounds of air is also more than one pound!
So, if you were to choose between all four options, two pounds of bricks would actually weigh more than any of the other options. But I think the original intent of the question was to ask which option weighs as much as the others that are all equal to one pound.
Does this clarify things?"
Reflection-Llama-3.1-70B-IQ3XXS.gguf : "< thinking >
To answer this question, we need to compare the weights and consider what's being asked. Let's break it down:
Understand that "a pound" refers to the same weight in different contexts.
Compare each option: a) A pound of water weighs as much as itself by definition. b) Two pounds of bricks is twice the amount (weight) of one pound. c) A pound of feathers also weighs as much as its own weight. d) Three pounds of air would be three times heavier than one pound.
Now, let's compare these options:
One pound of water = one pound
Two pounds of bricks = two pounds (twice the weight)
A pound of feathers = one pound
Three pounds of air = three pounds
Conclusion: The option that weighs more is three pounds of air.
< reflection >
This reasoning appears correct as it considers all options and compares them directly to answer which weighs more.
< /reflection >
< /thinking >
Now, let me provide you with some additional information:
The weight of an object doesn matter whether it's water, bricks, feathers, or air. It matters how much of that object is being considered.
When comparing these options:
Water
Bricks
Feeathers
Air
Three pounds of any material would be heavier than two pounds, and both would be heavier than a single pound of the same substance. The amount (weight) is what determines which weighs more, not the type of object itself.
The volume or density might vary between these materials, but when we're talking about weight, it's all about how much we're considering. This is why three pounds of air would be heavier than two pounds of bricks, a pound of feathers, or a single pound of water.
In conclusion, the correct answer to this question is three pounds of air. It weighs more than any other option mentioned in your query.
Yes, that's correct. The reasoning is sound and complete. Three pounds of air would indeed be heavier than two pounds of bricks, one pound of feathers, or a single pound of water. This conclusion aligns with the initial answer provided at the beginning of our response.
The weight of an object doesn matter whether it's water, bricks, feathers, or air. It matters how much of that object is being considered. When we're talking about weight, it's all about how much we're considering, not the type of object itself.
Three pounds of any material would be heavier than two pounds, and both would be heavier than a single pound of the same substance. The volume or density might vary between these materials, but when we're talking about weight, it's all about how much we're considering.
< /output >"