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diff --git a/lora_plus_tempscaling/qwen2.5-7b-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/labels.csv b/lora_plus_tempscaling/qwen2.5-7b-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/labels.csv
new file mode 100644
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--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-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/labels.csv
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diff --git a/lora_plus_tempscaling/qwen2.5-7b-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/qwen2.5-7b-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..98af80162eae891e340e3a1174ec71761e488583
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-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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new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_tempscaling/qwen2.5-7b-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/qwen2.5-7b-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
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--- /dev/null
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diff --git a/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=128/seed=6/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/state.ckpt b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=128/seed=6/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/state.ckpt
new file mode 100644
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--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=128/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/qwen2.5-7b-instruct/agnews/size=128/seed=6/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=128/seed=6/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
new file mode 100644
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--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=128/seed=6/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
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diff --git a/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=128/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/qwen2.5-7b-instruct/agnews/size=128/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..f0c84164dec0affaa1141695e23f8dae5f715cfa
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=128/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/qwen2.5-7b-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/qwen2.5-7b-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
index 0000000000000000000000000000000000000000..d40a72cebbde8075dbf7e5351e08351723dfc57a
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-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/qwen2.5-7b-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/qwen2.5-7b-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..7b7338eb54461c3c2a0cf9659d6654ba13efc6bb
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-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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diff --git a/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=0/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/qwen2.5-7b-instruct/agnews/size=8/seed=0/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..5a09bf3519cf73603d54b12bebb142360d127f3b
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=0/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/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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
index 0000000000000000000000000000000000000000..d40a72cebbde8075dbf7e5351e08351723dfc57a
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=0/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/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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
index 0000000000000000000000000000000000000000..04dbc856c4e5398416d24c1602e9745db7f06fdf
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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..7228766d7aea4018d800ee342930eafa3c7eb941
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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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--- /dev/null
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diff --git a/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=1/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/state.ckpt b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/seed=1/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=1/lora_ans/0.0-0.7/0.7-1.0/0.7-1.0/test=agnews/list=test_400/labels.csv
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diff --git a/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=1/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/qwen2.5-7b-instruct/agnews/size=8/seed=1/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..17b1540cd2be7edf38cf40b54cae05b011131954
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=1/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/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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
index 0000000000000000000000000000000000000000..d40a72cebbde8075dbf7e5351e08351723dfc57a
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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..8ce641f5c3d852f6e5065b4e890c76e65671bc25
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/seed=1/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=1/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/qwen2.5-7b-instruct/agnews/size=8/seed=1/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/qwen2.5-7b-instruct/agnews/size=8/seed=1/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..1edf2b305640d2c18ceeb73bb0a81858d255e6c6
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=1/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/qwen2.5-7b-instruct/agnews/size=8/seed=1/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/qwen2.5-7b-instruct/agnews/size=8/seed=1/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/qwen2.5-7b-instruct/agnews/size=8/seed=1/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/qwen2.5-7b-instruct/agnews/size=8/seed=1/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/qwen2.5-7b-instruct/agnews/size=8/seed=1/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..9502cd5e3373738eccc2b7abf7435739333abc60
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=1/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/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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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diff --git a/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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
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--- /dev/null
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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/qwen2.5-7b-instruct/agnews/size=8/seed=7/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/qwen2.5-7b-instruct/agnews/size=8/seed=7/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/qwen2.5-7b-instruct/agnews/size=8/seed=7/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/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-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/labels.csv b/lora_plus_tempscaling/qwen2.5-7b-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/labels.csv
new file mode 100644
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--- /dev/null
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diff --git a/lora_plus_tempscaling/qwen2.5-7b-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/qwen2.5-7b-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
index 0000000000000000000000000000000000000000..11b38b5e056d6ab062fb33f6414151db85641bd7
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-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
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diff --git a/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=8/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/qwen2.5-7b-instruct/agnews/size=8/seed=8/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..8745671bcb24533043345531761b76e140c8a810
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=8/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/qwen2.5-7b-instruct/agnews/size=8/seed=8/lora_ans_no_es/0.0-0.7/0.0-0.3/0.7-1.0/state.ckpt b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/seed=8/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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diff --git a/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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
new file mode 100644
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diff --git a/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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..8d477b6806bb1b351cd9748462faabb671b6609e
--- /dev/null
+++ b/lora_plus_tempscaling/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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/qwen2.5-7b-instruct/agnews/size=8/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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new file mode 100644
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