| ## HRBench8K in this pool contains only ONE option rotation — read before using it |
|
|
| `<res>/HRBench8K.tsv` was sampled from HRBench's CircularEval set keeping only |
| `cycle_category == 0`, so **all 151 answers are `A`**. A model that always answers "A" scores |
| 100%, and any accuracy computed on it as-shipped is meaningless. Signature: the file carries a |
| `cycle_category` column that is 0 everywhere, and its `index` values step by 4 (0, 12, 16, 24 …) |
| because every 4th row of the original was taken. |
|
|
| This affects **only HRBench8K**. Every other benchmark here was checked and is fine |
| (`AMBER`/`WildDoc` have a single label because they genuinely are single-label sets, not because |
| of rotation sampling). |
|
|
| ### Fix: `HRBench8K_rotation_fix.tsv` |
|
|
| A 50 KB sidecar that re-deals one rotation per question so the labels are balanced |
| (`A:38 B:38 C:38 D:37`, majority class 25.2% = chance). Join on `index` and override |
| `answer`, `A`, `B`, `C`, `D`: |
|
|
| ```python |
| import csv, sys |
| csv.field_size_limit(sys.maxsize) |
| fix = {r["index"]: r for r in csv.DictReader(open("HRBench8K_rotation_fix.tsv"), delimiter="\t")} |
| for row in csv.DictReader(open("1k/HRBench8K.tsv"), delimiter="\t"): # any <res> |
| f = fix[row["index"]] |
| row.update({k: f[k] for k in ("answer", "A", "B", "C", "D", "cycle_category")}) |
| # row["image"] is untouched |
| ``` |
|
|
| The correct answer **content** is unchanged for all 151 questions — only which letter carries it |
| moves — and the same question gets the same rotation at every resolution, so cross-resolution |
| comparisons stay valid. `original_answer` preserves the old value; `cycle_category` records which |
| rotation the row now is. |
|
|
| Options and answers are identical across all five rungs (verified 151/151 for 256/512/4k/8k |
| against 1k), so this one file serves every resolution. |
|
|
| ### If you want full CircularEval instead |
| Generate all four rotations per question (588 rows) rather than one: rotation *k* places the |
| option at original position *i* at position *(i+k)%4*, and the answer letter follows the correct |
| content. That gives mean-per-cycle and strict-4/4 metrics, at 4x the rows. |
|
|
