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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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=128/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=128/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=128/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=128/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=128/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=128/seed=2/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=128/seed=2/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=128/seed=2/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=128/seed=2/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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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/seed=2/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=128/seed=2/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..760cc1ec8cf8c8a23f194c52f236271ffb28492c
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/seed=2/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=128/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=128/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
index 0000000000000000000000000000000000000000..d40a72cebbde8075dbf7e5351e08351723dfc57a
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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..1768517b87e67950a8ba68e2fb98791c207531e4
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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=128/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
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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=128/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=128/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=128/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=128/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=128/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
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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
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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=128/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=128/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
index 0000000000000000000000000000000000000000..1163863e06427248ea218ff4afdc15a3edca0435
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/seed=4/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=128/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=128/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=128/seed=4/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=128/seed=4/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=128/seed=4/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=128/seed=4/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..3ac0910c770d14e56524f77ece29e17aa92f8080
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/seed=4/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=128/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=128/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
index 0000000000000000000000000000000000000000..d40a72cebbde8075dbf7e5351e08351723dfc57a
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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
index 0000000000000000000000000000000000000000..53ebcf4b9d3d1b4ed6f720d4430ea25b5095ead8
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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..db6b300af512c41a84e121180a673defd841c19f
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/seed=5/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=128/seed=5/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/logs/metrics.csv
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index 0000000000000000000000000000000000000000..25189365ebbea7962ff71599c73ce982d4a35f9a
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/seed=5/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/logs/metrics.csv
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/seed=5/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=128/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=128/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
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/seed=5/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=128/seed=5/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..3dcc45fda28ce3bffd186b694d413ab4cc1e44e1
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/seed=5/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=128/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=128/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=128/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=128/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=128/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..4902309d5023bda15f395bd11d53018dd63a7e04
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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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new file mode 100644
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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=128/seed=6/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=128/seed=6/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=128/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=128/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..686bd7ff4af79902c531cf0c8ae0ebf720f4eef9
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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=128/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
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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
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--- /dev/null
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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=128/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=128/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=128/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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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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=128/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=128/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=128/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=128/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..45ab63d82cec4ca6cd4beffbf5fdcfec3e973f3e
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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=128/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
index 0000000000000000000000000000000000000000..d40a72cebbde8075dbf7e5351e08351723dfc57a
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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=128/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
index 0000000000000000000000000000000000000000..3f27163bd49de660a3cdc00d5840968e25d2423d
--- /dev/null
+++ b/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=128/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
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new file mode 100644
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diff --git a/lora_plus_tempscaling/llama3.2-1b-instruct/agnews/size=8/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=8/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
new file mode 100644
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--- /dev/null
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