Update README.md

README.md

@@ -58,6 +58,24 @@ NEF is a custom serialization framework built from scratch to replace the overhe
 
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+## Benchmark Results
+
+Early checkpoint evaluation (step 40,000) on standard zero-shot benchmarks against GPT-2 124M baseline:
+
+![Benchmark Results](assets/benchmark.png)
+
+| Task | Hexa 2B (MoE) | GPT-2 124M | Delta |
+|---|---|---|---|
+| ARC Easy | 26.5% | 43.2% | -16.7% |
+| ARC Challenge | **27.0%** | 22.4% | **+4.6%** |
+| OpenBookQA | **25.0%** | 14.2% | **+10.8%** |
+| WinoGrande | 47.9% | 51.3% | -3.4% |
+| **Average** | **31.6%** | 32.8% | -1.2% |
+
+> Zero-shot evaluation using [EleutherAI lm-evaluation-harness](https://github.com/EleutherAI/lm-evaluation-harness) v0.4.2 at training step 40,000. 2 out of 4 tasks already exceed GPT-2 124M. Full evaluation pending production training run.
+
+---
+
 ## Prototype Scope
 
 This release validates the following:
@@ -83,5 +101,5 @@ Hexa-1B is the foundation. The production model is next.
 ## About Hexa Innovate
 
 Hexa Innovate is a student-led AI startup based in Bangladesh, focused on building efficient AI execution and serialization infrastructure for open-weight models at the edge.
-Here Founder & Developer Github Profile
+
 **GitHub:** [github.com/Hexa08](https://github.com/Hexa08)