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| Metric | Original (Qwen3-30B-A3B) | REAMINI (Post-Merge) | Change |
|---|---|---|---|
| Total Parameters | 30B | 23B | -23.3% |
| Active Parameters | 3B | 3B | 0% |
| Memory Footprint | ~60GB (BF16) | ~46GB (BF16) | -14GB |
Note: This is a "Smoke-Test" release. While the model is functional, it has not been benchmarked against standard datasets.
A **Heyting algebra** (also called a **bounded Heyting algebra**) is a structure in mathematical logic and order theory that generalizes the notion of a Boolean algebra to capture the essence of intuitionistic logic. It is named after the Dutch mathematician Arend Heyting, who introduced it in the 1930s.
### Definition
A **Heyting algebra** is a bounded distributive lattice $ (H, \vee, \wedge, 0, 1) $ with an additional operation denoted by $ \rightarrow $ such that:
- $ (x \vee y) = (x \wedge y) $ (distributivity)
- There exists a unary operation $ x \mapsto x \rightarrow y $ such that for all $ x, y \in H $:
- $ x \leq y \iff x \rightarrow y = 1 $
- $ x \rightarrow y \leq x \rightarrow y = 1 $
This last condition can also be expressed as:
For all elements $ x, y \in H $, we have:
$$
x \rightarrow y = 1 \iff x \leq y
$$
### Intuitionistic Logic
The key idea behind Heyting algebras is their connection to **intuitionistic propositional logic**, where the implication operation corresponds to the logical connective $ \rightarrow $. In classical logic, this would be equivalent to a conditional statement $ A \rightarrow B $, but in intuitionistic logic, it's more subtle because not every proposition can be proved or disproved — instead, one must show that assuming $ A $, we get $ B $, so we define $ A \rightarrow B $ to mean that if $ A $ holds then $ B $ holds, which is exactly what the implication operation does.
In particular, the operation $ \rightarrow $ satisfies certain identities like:
$$
a \rightarrow b = 1 \iff a \leq b
$$
and it must satisfy the identity:
$$
(a \rightarrow b) \wedge (b \rightarrow a) = 1
$$
Also, there are two special elements in any Heyting algebra:
- $ 0 $: The bottom element (or zero element)
- $ 1 $: The top element (or one element)
These elements correspond to false and true respectively under the interpretation of propositions in intuitionistic logic.
### Example
Let’s consider a simple example [... cut off due to max token limit]1@misc{qwen3technicalreport,
2 title={Qwen3 Technical Report},
3 author={Qwen Team},
4 year={2025},
5 eprint={2505.09388},
6 archivePrefix={arXiv}
7}
8