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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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..492640910af84f687dbcf045aeea0faac73154b7
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=0/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=0/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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..2e6788a4fb6ac1c25348459c7f490b007dce0ef9
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_700/logs/metrics.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_700/logs/metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a74b5cb13ba4a77a435a582e03df070e3ef56e6d
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_700/logs/metrics.csv
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=1/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=1/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..fd91d80a51f3b1f5b1302ba253f350eafe757b79
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=1/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=1/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..273e5d898ebb0067f5d17ddde7d7435fba482e8f
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=2/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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..3682cffe0c1c8e1d4408c3a16a483d6ee9d8afff
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=3/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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..9bae8044e04f2accf6b9a537809de29dfdfd908f
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/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_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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..996ef6319fa304248ca88655d6c003fd80a97506
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/logs/events.out.tfevents.1736184599.gamma.305994.0 b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/logs/events.out.tfevents.1736184599.gamma.305994.0
new file mode 100644
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=128/seed=4/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_dpcal_trainontest/qwen2.5-7b-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/labels.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-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/labels.csv
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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..3fa427f60d66fdd9b77f5a1574ff6dd7fca3c618
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv
new file mode 100644
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/seed=2/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/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..98c0479ebc7ca24fc2bf12debde18d0af40ef413
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/seed=4/lora_ans/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv
new file mode 100644
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--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/seed=4/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/logits.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/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..729d8ea06ac47eca8122f559a96165e6969a8866
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/seed=4/lora_ans_no_es/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/seed=4/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/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..125c62bb6d8802b608c3a5c1ee475ec0e60effb8
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=256/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_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=8/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=8/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_700/state.ckpt
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=8/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-instruct/dbpedia/size=8/seed=0/lora_ans/0.0-1.0/0.7-1.0/test_700/test=dbpedia/list=test_700/labels.csv
new file mode 100644
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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..a727162d8e5b20caf3ce32df0d4216630175eb9a
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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..5f6db0ae215eccbcada4e225bb85728d4713b6a1
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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
new file mode 100644
index 0000000000000000000000000000000000000000..e05024d5c9f4b79bb213990cabc61f0474428242
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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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--- /dev/null
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-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/labels.csv b/lora_plus_dpcal_trainontest/qwen2.5-7b-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/labels.csv
new file mode 100644
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diff --git a/lora_plus_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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
new file mode 100644
index 0000000000000000000000000000000000000000..f0455c9500e90d52c7be9e7f2e3a027ec38b2829
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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_dpcal_trainontest/qwen2.5-7b-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
new file mode 100644
index 0000000000000000000000000000000000000000..de6bf9ff634163a8a9982b1f24e09e6abf003747
--- /dev/null
+++ b/lora_plus_dpcal_trainontest/qwen2.5-7b-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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