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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=2/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=2/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
new file mode 100644
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=2/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=2/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
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new file mode 100644
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/logs/events.out.tfevents.1735249910.gamma.1264562.0 b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/logs/events.out.tfevents.1735249910.gamma.1264562.0
new file mode 100644
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/state.ckpt b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/state.ckpt
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d40a72cebbde8075dbf7e5351e08351723dfc57a
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ef2af680eefb382ba182084aa5e04775fd882f84
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/logs/metrics.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/logs/metrics.csv
new file mode 100644
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7881d9efdd4ce35a7578698f343be2c8c6f14cb0
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/logs/events.out.tfevents.1735249935.gamma.1265336.0 b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/logs/events.out.tfevents.1735249935.gamma.1265336.0
new file mode 100644
index 0000000000000000000000000000000000000000..5754345ed2b28844ad15db80ea6e9e625d87c9d9
--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/state.ckpt b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/state.ckpt
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3f758239ccbd59fbbfeac78a254d5401b04feb87
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
new file mode 100644
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--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1fbf8de4893a54be555e806aab7fab3ae3c85536
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff9f9889331660e2b98764f69b159fe7f15a868f
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d40a72cebbde8075dbf7e5351e08351723dfc57a
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8b7e52d2a1548fb458d060f1d815b06524fa4ac1
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=16/seed=6/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt
new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/labels.csv
new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9e8aa81e8b509303fe3a374d0636415286cb8085
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d40a72cebbde8075dbf7e5351e08351723dfc57a
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3544cc8d0b864da5c3d14494f51f6077c3dfcc74
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=1/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/state.ckpt b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=1/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/state.ckpt
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=1/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=1/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
new file mode 100644
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--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=1/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=1/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=1/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
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--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=1/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=7/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=7/lora_ans/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=7/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=7/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=7/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=7/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9feb4f8b10573af12a5a4ff90b61feca33143870
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=7/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/logits.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=7/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=7/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=7/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=64/seed=7/lora_ans_no_es/0.0-1.0/0.7-1.0/0.7-1.0/test=agnews/list=test_400/logits.csv
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