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+ ## Perplexity (ctx 8192)
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+
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+ BF16:
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+ ```
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+ I1005 10:12:54.337877 967332 eval_ppl.py:66] wikitext2 perplexity: 6.49992036819458
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+ I1005 10:17:19.718732 967332 eval_ppl.py:66] c4 perplexity: 8.022844314575195
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+ ```
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+ 2 Bit QTIP (this model):
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+ ```
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+ I1005 10:13:20.523440 967333 eval_ppl.py:66] wikitext2 perplexity: 7.8186869621276855
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+ I1005 10:19:34.002755 967333 eval_ppl.py:66] c4 perplexity: 9.199813842773438
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+ ```
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+
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+ ## Zeroshot Results with lm_eval 0.3.0
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+ BF16:
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+ ```
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+ |-------------|------:|--------|-----:|---|-----:|
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+ |arc_challenge| 0|acc |0.5196|± |0.0146|
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+ | | |acc_norm|0.5512|± |0.0145|
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+ |arc_easy | 0|acc |0.8182|± |0.0079|
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+ | | |acc_norm|0.7980|± |0.0082|
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+ |boolq | 1|acc |0.8410|± |0.0064|
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+ |piqa | 0|acc |0.8003|± |0.0093|
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+ | | |acc_norm|0.8090|± |0.0092|
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+ |winogrande | 0|acc |0.7380|± |0.0124|
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+ ```
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+ 2 Bit QTIP (this model):
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+ ```
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+ |-------------|------:|--------|-----:|---|-----:|
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+ |arc_challenge| 0|acc |0.4676|± |0.0146|
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+ | | |acc_norm|0.5077|± |0.0146|
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+ |arc_easy | 0|acc |0.7769|± |0.0085|
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+ | | |acc_norm|0.7551|± |0.0088|
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+ |boolq | 1|acc |0.8101|± |0.0069|
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+ |piqa | 0|acc |0.7775|± |0.0097|
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+ | | |acc_norm|0.7829|± |0.0096|
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+ |winogrande | 0|acc |0.6985|± |0.0129|
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+ ```