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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/seed=0/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=32/seed=0/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=32/seed=0/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=32/seed=0/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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+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/seed=0/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=32/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=32/seed=0/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=32/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=32/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
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/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
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/seed=1/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/state.ckpt
new file mode 100644
index 0000000000000000000000000000000000000000..2884b28813cb324ef2c10ef06d13839acf043caa
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/seed=1/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/state.ckpt
@@ -0,0 +1,3 @@
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/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=32/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=32/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
index 0000000000000000000000000000000000000000..2ea2fa7e86fb0c7b397000d24f200f534d7493e8
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/seed=2/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=32/seed=2/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=32/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=32/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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--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/seed=2/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=32/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=32/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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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/seed=2/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=32/seed=2/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=32/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=32/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
index 0000000000000000000000000000000000000000..186e833d36517e6d6d0f69a3aebc2d5d979cbf2a
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/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
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/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
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/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=32/seed=3/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=32/seed=3/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/labels.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/seed=3/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=32/seed=3/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..29a9b30184564b2fd526c5dd3308be1ea0f06228
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/seed=3/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=32/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=32/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
new file mode 100644
index 0000000000000000000000000000000000000000..d40a72cebbde8075dbf7e5351e08351723dfc57a
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/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=32/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..589b5ecd1b7538cda09461a7187199b80fd05472
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/seed=5/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=32/seed=5/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=32/seed=5/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=32/seed=5/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=32/seed=5/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..28cd048b319441303ed3d4a0099b07be3c300895
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/seed=5/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=32/seed=5/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=32/seed=5/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=32/seed=5/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=32/seed=5/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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new file mode 100644
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/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=32/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=32/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..a0fc2899173c648a9a869bdae5758afe74d7262a
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/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=32/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
index 0000000000000000000000000000000000000000..d40a72cebbde8075dbf7e5351e08351723dfc57a
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/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=32/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..b285fcaf1e41c9e00c66f2d964833100e8092bb7
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/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=32/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=32/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=32/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=32/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..d3011b8717dfb0fd4a734c376bf1511888a5bb2d
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/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=32/seed=8/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=32/seed=8/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=32/seed=8/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=32/seed=8/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=32/seed=8/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=32/seed=8/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=32/seed=8/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=32/seed=8/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=32/seed=8/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/test=agnews/list=test_400/labels.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/seed=8/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=32/seed=8/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..181d8ba323d118d86b6c7fd4df3e68a652af0890
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=32/seed=8/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=32/seed=8/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=32/seed=8/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=32/seed=8/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=32/seed=8/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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