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The dataset viewer is not available for this split.
Cannot extract the features (columns) for the split 'test' of the config 'default' of the dataset.
Error code:   FeaturesError
Exception:    ArrowInvalid
Message:      Schema at index 1 was different: 
theoremqa_questions-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
theoremqa_theorems-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
stackoverflow-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
leetcode-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
biology-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
earth_science-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
robotics-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
sustainable_living-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
economics-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
psychology-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
aops-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
pony-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
vs
theoremqa_theorems-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
aops-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
stackoverflow-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
sustainable_living-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
earth_science-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
economics-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
robotics-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
leetcode-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
biology-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
theoremqa_questions-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
psychology-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
pony-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 228, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 3496, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2257, in _head
                  return next(iter(self.iter(batch_size=n)))
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2461, in iter
                  for key, example in iterator:
                                      ^^^^^^^^
                File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 1952, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 1974, in _iter_arrow
                  yield from self.ex_iterable._iter_arrow()
                File "/src/services/worker/.venv/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 531, in _iter_arrow
                  yield new_key, pa.Table.from_batches(chunks_buffer)
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "pyarrow/table.pxi", line 5039, in pyarrow.lib.Table.from_batches
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Schema at index 1 was different: 
              theoremqa_questions-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              theoremqa_theorems-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              stackoverflow-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              leetcode-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              biology-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              earth_science-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              robotics-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              sustainable_living-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              economics-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              psychology-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              aops-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              pony-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              vs
              theoremqa_theorems-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              aops-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              stackoverflow-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              sustainable_living-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              earth_science-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              economics-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              robotics-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              leetcode-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              biology-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              theoremqa_questions-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              psychology-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>
              pony-examples: struct<ndcg_at_1: double, ndcg_at_10: double, ndcg_at_100: double, map_at_1: double, map_at_10: double, map_at_100: double, recall_at_1: double, recall_at_10: double, recall_at_100: double, precision_at_1: double, precision_at_10: double, precision_at_100: double, mrr_at_1: double, mrr_at_10: double, mrr_at_100: double>

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Introduction

This repository contains the search results of ReasonEmbed, Retro-star, and BGE-Reasoner on the BRIGHT benchmark.

Details

We list the details of the search results contained in each file below:

  • examples/: evaluated using the original queries from the BRIGHT benchmark.
  • reasoner-rewritten-query-0821/: evaluated using the multiple rewritten queries from BGE-Reasoner-Rewritten-Query-0821.
    • bm25/NoReranker/: search results of BM25, nDCG@10 = 30.5
    • bm25/retro-star-qwen3-8b-0928/: re-ranked results of bm25/NoReranker using retro-star-qwen3-8b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 40.5
    • bm25/retro-star-qwen3-14b-0928/: re-ranked results of bm25/NoReranker using retro-star-qwen3-14b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 41.9
    • bm25/retro-star-qwen3-32b-0928/: re-ranked results of bm25/NoReranker using retro-star-qwen3-32b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 42.0
    • reason-embed-basic-qwen3-8b-0928/NoReranker/: search results of reason-embed-basic-qwen3-8b-0928, nDCG@10 = 40.3
    • reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-8b-0928/: re-ranked results of reason-embed-basic-qwen3-8b-0928/NoReranker using retro-star-qwen3-8b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 39.5
    • reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-14b-0928/: re-ranked results of reason-embed-basic-qwen3-8b-0928/NoReranker using retro-star-qwen3-14b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 41.7
    • reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-32b-0928/: re-ranked results of reason-embed-basic-qwen3-8b-0928/NoReranker using retro-star-qwen3-32b-0928 to re-rank with original queries (100@1 -> 30@16), nDCG@10 = 42.1
    • fusion/: fusion results of BGE-Reasoner.
      • bm25_reason-embed-basic-qwen3-8b-0928/: fusion results of bm25/NoReranker (weight: 0.25) and reason-embed-basic-qwen3-8b-0928/NoReranker (weight: 0.75), nDCG@10 = 42.3
      • bge-reasoner-0928/: fusion results of fusion/bm25_reason-embed-basic-qwen3-8b-0928/ (weight: 0.35), bm25/retro-star-qwen3-8b-0928/ (weight: 0.05), bm25/retro-star-qwen3-14b-0928/ (weight: 0.075), bm25/retro-star-qwen3-32b-0928/ (weight: 0.20), reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-8b-0928/ (weight: 0.05), reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-14b-0928/ (weight: 0.075), and reason-embed-basic-qwen3-8b-0928/retro-star-qwen3-32b-0928/ (weight: 0.20), nDCG@10 = 46.4
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