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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_800/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_800/state.ckpt
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eb4b4788b05d191c07aea1e612e80148798a8733
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4cf0acef2cf7d7c1ce7a2ba05ff4f7239ee7a58f
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_800/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_800/state.ckpt
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--- /dev/null
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/labels.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/labels.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a81d7644957c68868b4bb267fee4e7f21dd8b772
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=3/lora_ans/0.0-1.0/0.7-1.0/test_800/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=3/lora_ans/0.0-1.0/0.7-1.0/test_800/state.ckpt
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=3/lora_ans/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=3/lora_ans/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..51d921bb78c32412a3f0af9e4ccdd1562deb471e
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=3/lora_ans/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_800/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_800/state.ckpt
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..59a4cbd7f24b17a023f4ac345a092d03b40beb32
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/20newsgroups/size=32/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_800/test=20newsgroups/list=test_800/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=128/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=128/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=128/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=128/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e20e49616a9e0f0b898513b021169fa0ffef9758
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=128/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=128/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=128/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..432cd53abeab88e04deb792a9105506f859e895f
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=128/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..717a4cfb1324f9451033b8b4dca9f4cc9e087e77
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2a922e66ca322f694ac0c3205148e4bb364cae7b
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fb772214ef92d52f8d2282abc77f4d1811cb575e
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/logs/events.out.tfevents.1735247864.gamma.1202937.0 b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/logs/events.out.tfevents.1735247864.gamma.1202937.0
new file mode 100644
index 0000000000000000000000000000000000000000..b2568c8ff0a60bf2b287e504ab7bd14bd76d16b4
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/logs/events.out.tfevents.1735247864.gamma.1202937.0
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt
new file mode 100644
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--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv
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--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af5b4150f1c9be337f6a1dc7dcf2f89eb2d359a
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=3/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=3/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a9a3402252320fe5e5925a64b6a588515c4c7aa6
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b362fc4ac9907b15fe1f9394565d23e64097dd67
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt
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--- /dev/null
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv
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index 0000000000000000000000000000000000000000..630274a61148a69f26f81de1ad408f276b3a1aba
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+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv
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diff --git a/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..996b0a8039d552d0b0b9dbc458d6f93d0ab0a8d2
--- /dev/null
+++ b/lora_plus_tempscaling_trainontest/llama3.2-1b-instruct/dbpedia/size=8/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv
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