diff --git a/CHANGELOG.md b/CHANGELOG.md
index fc6d23ca4..61f32b16a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -23,6 +23,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Added downstream eval task for requests dumped from oe-eval tasks
 - Added `CosLinearEnvelope` scheduler, which is a pointwise product of a cosine schedule and a linear decay.
 - Added ability to save outputs of submodules for debugging purposes.
+- Added a number of tasks from oe-eval to the downstream eval tasks.
 - Version dolma flan change in named_data_mix.py
 
 ### Changed
diff --git a/olmo/eval/downstream.py b/olmo/eval/downstream.py
index 88a5ec2e2..53fddc8b0 100644
--- a/olmo/eval/downstream.py
+++ b/olmo/eval/downstream.py
@@ -1534,9 +1534,14 @@ def prep_examples(self):
                 continuation_str = request_dict["continuation"]
                 label_id = request["label"]
                 cont_id = request["idx"]
-                if self.metric_type in ["ce_loss", "bpb"] and label_id != cont_id:
-                    # Skip non-target continuations for ce_loss and bpb
-                    continue
+                if self.metric_type in ["ce_loss", "bpb"]:
+                    if label_id != cont_id:
+                        # Skip non-target continuations for ce_loss and bpb
+                        continue
+                    else:
+                        # Treat as instance with just one continuation
+                        cont_id = 0
+                        label_id = 0
                 doc_text = request_dict["context"]
                 ctx = self.token_encode(doc_text)
                 dc = self.token_encode(self.doc_to_domain_conditional(doc))
@@ -1746,6 +1751,8 @@ def doc_to_label(self, doc) -> int:
     ),
     "csqa_mc_5shot": (OEEvalTask, {"dataset_path": "csqa", "dataset_name": "mc_5shot", "metric_type": "acc"}),
     "csqa_mc_5shot_bpb": (OEEvalTask, {"dataset_path": "csqa", "dataset_name": "mc_5shot", "metric_type": "bpb"}),
+    "csqa_rc_0shot": (OEEvalTask, {"dataset_path": "csqa", "dataset_name": "rc_0shot", "metric_type": "len_norm"}),
+    "csqa_rc_0shot_bpb": (OEEvalTask, {"dataset_path": "csqa", "dataset_name": "rc_0shot", "metric_type": "bpb"}),
     "csqa_rc_5shot": (OEEvalTask, {"dataset_path": "csqa", "dataset_name": "rc_5shot", "metric_type": "len_norm"}),
     "csqa_rc_5shot_bpb": (OEEvalTask, {"dataset_path": "csqa", "dataset_name": "rc_5shot", "metric_type": "bpb"}),
     "hellaswag_mc_5shot": (
@@ -1812,6 +1819,14 @@ def doc_to_label(self, doc) -> int:
         OEEvalTask,
         {"dataset_path": "socialiqa", "dataset_name": "mc_5shot", "metric_type": "bpb"},
     ),
+    "socialiqa_rc_0shot": (
+        OEEvalTask,
+        {"dataset_path": "socialiqa", "dataset_name": "rc_0shot", "metric_type": "len_norm"},
+    ),
+    "socialiqa_rc_0shot_bpb": (
+        OEEvalTask,
+        {"dataset_path": "socialiqa", "dataset_name": "rc_0shot", "metric_type": "bpb"},
+    ),
     "socialiqa_rc_5shot": (
         OEEvalTask,
         {"dataset_path": "socialiqa", "dataset_name": "rc_5shot", "metric_type": "len_norm"},
diff --git a/olmo_data/oe_eval_tasks/csqa/rc_0shot/config.json b/olmo_data/oe_eval_tasks/csqa/rc_0shot/config.json
new file mode 100644
index 000000000..c3fc3e967
--- /dev/null
+++ b/olmo_data/oe_eval_tasks/csqa/rc_0shot/config.json
@@ -0,0 +1 @@
+{"task_name": "csqa", "task_hash": "739e57911dbac4fcdf9e5ff392d1b61e", "task_config": {"dataset_path": "commonsense_qa", "native_id_field": "id", "primary_metric": "acc_per_char", "split": "validation", "random_subsample_seed": 1234, "num_shots": 0, "generation_kwargs": {}, "context_kwargs": {}, "metric_kwargs": {"uncond_docid_offset": 1000000}, "fewshot_seed": 1234, "dataset_name": null, "task_name": "csqa", "version": 0, "task_core": "csqa"}, "current_date": "2024-08-23 21:20:34 UTC", "num_instances": 1221}
\ No newline at end of file
diff --git a/olmo_data/oe_eval_tasks/csqa/rc_0shot/requests.jsonl.gz b/olmo_data/oe_eval_tasks/csqa/rc_0shot/requests.jsonl.gz
new file mode 100644
index 000000000..6ea93a52d
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diff --git a/olmo_data/oe_eval_tasks/socialiqa/rc_0shot/config.json b/olmo_data/oe_eval_tasks/socialiqa/rc_0shot/config.json
new file mode 100644
index 000000000..bbd1b9217
--- /dev/null
+++ b/olmo_data/oe_eval_tasks/socialiqa/rc_0shot/config.json
@@ -0,0 +1 @@
+{"task_name": "socialiqa", "task_hash": "0880e16cf3101aff83d7fee648402df9", "task_config": {"dataset_path": "social_i_qa", "native_id_field": "index", "primary_metric": "acc_per_char", "split": "validation", "random_subsample_seed": 1234, "num_shots": 0, "generation_kwargs": {}, "context_kwargs": {}, "metric_kwargs": {"uncond_docid_offset": 1000000}, "fewshot_seed": 1234, "dataset_name": null, "task_name": "socialiqa", "version": 0, "task_core": "socialiqa"}, "current_date": "2024-08-23 21:20:37 UTC", "num_instances": 1954}
\ No newline at end of file
diff --git a/olmo_data/oe_eval_tasks/socialiqa/rc_0shot/requests.jsonl.gz b/olmo_data/oe_eval_tasks/socialiqa/rc_0shot/requests.jsonl.gz
new file mode 100644
index 000000000..14355b4cc
Binary files /dev/null and b/olmo_data/oe_eval_tasks/socialiqa/rc_0shot/requests.jsonl.gz differ