## Perplexity (ctx 8192)

BF16:
```
I1005 10:12:54.337877 967332 eval_ppl.py:66] wikitext2 perplexity: 6.49992036819458
I1005 10:17:19.718732 967332 eval_ppl.py:66] c4 perplexity: 8.022844314575195
```
2 Bit QTIP (this model):
```
I1005 10:13:20.523440 967333 eval_ppl.py:66] wikitext2 perplexity: 7.8186869621276855
I1005 10:19:34.002755 967333 eval_ppl.py:66] c4 perplexity: 9.199813842773438
```

## Zeroshot Results with lm_eval 0.3.0
BF16:
```
|-------------|------:|--------|-----:|---|-----:|
|arc_challenge|      0|acc     |0.5196|±  |0.0146|
|             |       |acc_norm|0.5512|±  |0.0145|
|arc_easy     |      0|acc     |0.8182|±  |0.0079|
|             |       |acc_norm|0.7980|±  |0.0082|
|boolq        |      1|acc     |0.8410|±  |0.0064|
|piqa         |      0|acc     |0.8003|±  |0.0093|
|             |       |acc_norm|0.8090|±  |0.0092|
|winogrande   |      0|acc     |0.7380|±  |0.0124|
```
2 Bit QTIP (this model):
```
|-------------|------:|--------|-----:|---|-----:|
|arc_challenge|      0|acc     |0.4676|±  |0.0146|
|             |       |acc_norm|0.5077|±  |0.0146|
|arc_easy     |      0|acc     |0.7769|±  |0.0085|
|             |       |acc_norm|0.7551|±  |0.0088|
|boolq        |      1|acc     |0.8101|±  |0.0069|
|piqa         |      0|acc     |0.7775|±  |0.0097|
|             |       |acc_norm|0.7829|±  |0.0096|
|winogrande   |      0|acc     |0.6985|±  |0.0129|
```