Add files using upload-large-folder tool

DeepSeek-8B/aime25_deepseek.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d329f8962eecf1c571a36df043c44f2814b67284de67b51288b13c2a7fb26388
+size 4738577096

DeepSeek-8B/brumo25_deepseek.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6934c4cc88876c60ff1f193dc5b56d0ffffae503104627b699f42b81016217ab
+size 4214831029

DeepSeek-8B/hmmt25_deepseek.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:799f8639736b16910a25b8b61ac415f009eac50d9aa3ae3b23da326143a8c18a
+size 5336845024

Qwen3-32B/aime25.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e5bd6e833948e6504f1b962d03af8758ffeec6c2d8c71e21ce60c731ce6d617
+size 2946429760

Qwen3-32B/brumo25.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a5dbf67f64b62b847e72e7488deeb72408815e2211f2bf54c6d5223a1802e558
+size 2657536514

Qwen3-32B/hmmt.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9dd48fcdbbe86d6188e7c5b426f3259f492ff6cdcc5814d4688b585be21b02a6
+size 3395381778

Qwen3-next/aime25_thinking.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:27882a78ff25fc3cb34eb18216d8db678b1bb423a39514e21532e5f5d69bf8fe
+size 4282179424

Qwen3-next/brumo25_thinking.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e85843438c64651f45553cae012724736f51a8ffbe4ea5110af2909a26c2423f
+size 4070633538

Qwen3-next/hmmt_thinking.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:139c0904437a0f4f4059f2a317a28ffa430e4745f0a2b927c60be206f9534637
+size 5670564697

README.md

@@ -1,3 +1,128 @@
 ---
-license: mit
+license: cc-by-4.0
+task_categories:
+  - text-generation
+language:
+  - en
+tags:
+  - reasoning
+  - test-time-scaling
+  - parallel-decoding
+  - math
+  - early-stopping
+  - confidence
+pretty_name: MARS Reasoning Trace Pools
+size_categories:
+  - 1M<n<10M
 ---
+
+# MARS Reasoning Trace Pools
+
+Pre-generated reasoning-trace pools for
+**[MARS](https://github.com/Wenbo11/MARS)** — Margin-Adversarial Risk-controlled
+Stopping, an early-stopping method for parallel LLM reasoning.
+
+Download these traces to **exactly reproduce the paper's benchmark numbers**
+using the open-source MARS simulator.
+
+## What is stored
+
+Each trace record holds:
+- **Per-token confidence trajectory** (`confs`: float16 array, ~2k–8k values)
+- **Intermediate answers** probed every 2,048 tokens (`probes`: answer +
+  is\_correct + confidence + raw boxed text at each checkpoint)
+- **Final extracted answer** and **ground truth**
+
+**These are confidence trajectories and intermediate-answer records, not
+full reasoning text.** The raw chain-of-thought is not stored.
+
+## Contents
+
+3 reasoning models × 3 competition-math benchmarks (30 problems each):
+
+| File | Model | Benchmark | Traces |
+|---|---|---|---|
+| `DeepSeek-8B/aime25_deepseek.parquet` | DeepSeek-R1-Distill-Qwen-8B | AIME 2025 | 4,096/problem |
+| `DeepSeek-8B/brumo25_deepseek.parquet` | DeepSeek-R1-Distill-Qwen-8B | BRUMO 2025 | 4,096/problem |
+| `DeepSeek-8B/hmmt25_deepseek.parquet` | DeepSeek-R1-Distill-Qwen-8B | HMMT | 4,096/problem |
+| `Qwen3-32B/aime25.parquet` | Qwen3-32B | AIME 2025 | 4,096/problem |
+| `Qwen3-32B/brumo25.parquet` | Qwen3-32B | BRUMO 2025 | 4,096/problem |
+| `Qwen3-32B/hmmt.parquet` | Qwen3-32B | HMMT | 4,096/problem |
+| `Qwen3-next/aime25_thinking.parquet` | Qwen3-Next | AIME 2025 | 4,096/problem |
+| `Qwen3-next/brumo25_thinking.parquet` | Qwen3-Next | BRUMO 2025 | 4,096/problem |
+| `Qwen3-next/hmmt_thinking.parquet` | Qwen3-Next | HMMT | 4,096/problem |
+
+~35 GB total (zstd-compressed parquet). ~1.1M traces across all files.
+
+## Schema
+
+One row per trace:
+
+| Column | Type | Description |
+|---|---|---|
+| `qid` | int64 | Question ID (0-indexed within the benchmark) |
+| `trace_idx` | int64 | Trace index within the question (0 to 4095) |
+| `ground_truth` | string | Correct answer for the question |
+| `extracted_answer` | string (nullable) | Final answer parsed from the full trace |
+| `confs` | list\<float16\> | Per-token confidence score, full trace length |
+| `probes` | list\<struct\> | Intermediate answers at checkpoints (see below) |
+
+Each `probes` element: `{position: int64, answer: string, is_correct: bool,
+raw_text: string, avg_conf: float64}`. Positions are checkpoint token indices
+(multiples of 2048, plus the per-trace termination position).
+
+Ground truth is embedded in every row, so the files are self-contained — no
+separate answer key is needed.
+
+## Reproduce the paper numbers
+
+```bash
+# 1. Get the simulator
+git clone https://github.com/Wenbo11/MARS.git
+cd MARS
+uv sync
+
+# 2. Download traces into ./data/  (auto-detected by the runner)
+hf download wenbochen111/MARS --repo-type=dataset --local-dir ./data
+
+# 3. Run calibrated MARS on any setting (same command for pkl or parquet)
+uv run python examples/run_experiment.py \
+    --model deepseek-8b --dataset aime-2025 \
+    --method sc-mars-cal \
+    --warmup-gamma --ucb-z 1.0 --gamma-min 0.5
+
+# All reported runs use:
+# --budget 512 --iterations 64 --warmup 16 --window 2048 --seed 42
+```
+
+The runner auto-detects the parquet files — no flag changes needed vs. the pkl
+format. Results can be diffed against the reference CSVs in `repro_reference/`.
+
+## Reference results
+
+`repro_reference/{Model}/{dataset}/{method}/summary_overall.csv` and
+`summary_per_question.csv` hold the exact per-question accuracy and savings
+numbers from the paper's benchmark runs. Use these to verify your reproduction
+matches to the decimal.
+
+## Reproducibility notes
+
+Exact reproduction requires:
+- The Dynasor version pinned in the code repo's `uv.lock` (for answer
+  equivalence scoring — `dynasor.core.evaluator.math_equal`). The answer
+  grouping is frozen in the simulator cache, so downstream numbers are stable
+  once the cache is built.
+- NumPy ≥1.24 (for the bootstrap RNG, which is stable across patch versions).
+
+## Provenance
+
+Traces were generated using SGLang with the following models:
+- **DeepSeek-R1-Distill-Qwen-8B** — [DeepSeek-AI](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-8B); MIT license
+- **Qwen3-32B** — [Qwen](https://huggingface.co/Qwen/Qwen3-32B); Apache 2.0 license
+- **Qwen3-Next** — [Qwen](https://huggingface.co/Qwen/Qwen3-235B-A22B); Apache 2.0 license
+
+Problem sets: AIME 2025, BRUMO 2025, HMMT (competition math — problems are
+public; no problem text is stored in this dataset).
+
+This dataset is released under **CC-BY-4.0**. If you use it, please cite the
+MARS paper (citation forthcoming on arXiv).

repro_reference/DeepSeek-8B/aime-2025/dco-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.8859375,88.59375,0.2955577058532295,30,5136097.513020833,18.192317975506633,1919,0,1

repro_reference/DeepSeek-8B/aime-2025/dco-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,47.826970965655775,2037634.1875,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,2939328.578125,188117029.0,12.202797712528882,3369502.078125,10112.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,2055013.109375,131520839.0,35.82244524024824,3247787.09375,4096.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,2316847.0,148278208.0,27.930579781714243,3274086.734375,6144.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,2550791.109375,163250631.0,13.674690223194535,2979303.203125,10240.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,43.200944547289666,1885911.1875,2048.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,2581534.46875,165218206.0,5.499651989166865,2744450.34375,22240.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,2089749.546875,133743971.0,59.94532535590626,5280075.984375,4096.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,3982126.9375,254856124.0,2.109307262284853,4076990.40625,15008.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,4529146.3125,289865364.0,6.0667534088238915,4848675.015625,30624.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,4377410.640625,280154281.0,5.850914531077846,4671832.6875,27936.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,6061599.953125,387942397.0,5.731798435934701,6470823.6875,23296.0,64.0,0.0,0.0
+12,0.734375,73.4375,0.4451569190068627,47.0,64.0,5992611.640625,383527145.0,0.4681081348070826,6019684.171875,48608.0,64.0,0.0,0.0
+13,0.0,0.0,0.0,0.0,64.0,21732132.5,1390856480.0,0.36757114349897474,21814381.15625,53280.0,64.0,0.0,0.0
+14,0.0,0.0,0.0,0.0,64.0,15533576.09375,994148870.0,1.1216629390754507,15725884.375,44320.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,53.1730111856256,2249311.921875,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,51.69922437249479,2218355.734375,2048.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,2144981.046875,137278787.0,16.15560937554847,2598819.4375,14368.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,2308400.5,147737632.0,29.192098940950306,3316149.203125,6144.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,5181263.828125,331600885.0,2.6725826191644084,5346442.90625,28608.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,2053790.59375,131442598.0,23.548369662531872,2749381.484375,8192.0,64.0,0.0,0.0
+21,0.890625,89.0625,0.3145764348029479,57.0,64.0,3056734.953125,195631037.0,2.5727318648957347,3142992.53125,15904.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,2965851.34375,189814486.0,11.367016004750369,3374322.046875,27840.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,2899299.5,185555168.0,12.563541302861125,3351789.875,14432.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,2311636.796875,147944755.0,14.970173619499672,2765652.6875,16224.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,2502267.171875,160145099.0,12.384283965587665,2895814.34375,16416.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,3594228.546875,230030627.0,27.033130449258174,5028617.4375,12288.0,64.0,0.0,0.0
+27,0.859375,85.9375,0.35038244411336755,55.0,64.0,22841335.4375,1461845468.0,0.155737585118698,22877015.15625,56864.0,63.0,0.0,1.0
+28,1.0,100.0,0.0,64.0,64.0,5474951.71875,350396910.0,16.967630000533337,6668492.953125,14624.0,64.0,0.0,0.0
+29,0.09375,9.375,0.29378482569650155,6.0,64.0,15812012.0625,1011968772.0,3.4948766451715048,16441402.875,42144.0,64.0,0.0,0.0

repro_reference/DeepSeek-8B/aime-2025/sc-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.8333333333333334,83.33333333333333,0.3790490217894517,30,9779804.3390625,36.27279901796351,1913,0,7

repro_reference/DeepSeek-8B/aime-2025/sc-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,72.39956648471062,3799377.015625,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,5202326.6875,332948908.0,33.327711614340785,7803406.8125,10176.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,67.72909927884146,6498926.90625,4096.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,3145728.0,201326592.0,62.317719420965936,8348817.484375,6144.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,5242180.953125,335499581.0,35.9629464313324,8186637.375,10240.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,72.97609214134073,3881920.265625,2048.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,11116795.140625,711474889.0,11.605848315881815,12576727.421875,22528.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,77.6377464333667,9380222.03125,4096.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,8909094.890625,570182073.0,40.39835197465164,14950369.59375,18688.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,16262876.09375,1040824070.0,16.64666117612253,19512044.53125,32768.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,14572504.90625,932640314.0,22.265253291424067,18747285.453125,29120.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,13264466.765625,848925873.0,27.31932419115679,18251380.09375,26464.0,64.0,0.0,0.0
+12,0.0,0.0,0.0,0.0,64.0,21910507.53125,1402272482.0,0.2288216605437916,21960781.28125,56384.0,63.0,0.0,1.0
+13,0.0,0.0,0.0,0.0,64.0,28836621.625,1845543784.0,0.17264104116747406,28886455.546875,63264.0,58.0,0.0,6.0
+14,0.0,0.0,0.0,0.0,64.0,22726944.875,1454524472.0,6.842823308056259,24395776.75,46624.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,68.45596371715158,3324398.28125,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,75.06616943389626,4205643.859375,2048.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,7320880.015625,468536321.0,29.423734581523597,10373944.625,14336.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,3145728.0,201326592.0,59.09659308470472,7691578.25,6144.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,13734421.46875,879002974.0,14.72869538736878,16108316.34375,28672.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,4194134.453125,268424605.0,54.18018752058212,9155296.96875,8192.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,7547274.265625,483025553.0,12.07870736624752,8583899.234375,15296.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,13958053.703125,893315437.0,22.00105755359782,17893824.421875,27424.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,7562466.265625,483997841.0,32.60648585308255,11220186.34375,14784.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,8382022.109375,536449415.0,29.576839943781984,11903115.953125,16384.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,8382542.328125,536482709.0,26.074506943596592,11339638.015625,16384.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,6291456.0,402653184.0,53.3102071487416,13475677.34375,12288.0,64.0,0.0,0.0
+27,0.0,0.0,0.0,0.0,64.0,26798747.296875,1715119827.0,2.270588129259063,27421454.484375,55616.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,7452364.71875,476951342.0,42.9081625999905,13052590.640625,14560.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,19045384.078125,1218904581.0,18.57546451147758,23391229.421875,37728.0,64.0,0.0,0.0

repro_reference/DeepSeek-8B/brumo-2025/dco-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.9333333333333333,93.33333333333333,0.2537081317024624,30,4366514.5671875,17.126596082966703,1600,0,320

repro_reference/DeepSeek-8B/brumo-2025/dco-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,63.90021845962027,2961630.828125,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,1973496.765625,126303793.0,1.050498988413753,1996552.890625,6144.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,4241089.046875,271429699.0,2.0825665135801015,4337556.265625,20128.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,1583067.625,101316328.0,0.06933263677829926,1584260.421875,8192.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,2208612.46875,141351198.0,15.333425615818754,2648399.15625,12480.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,5438861.09375,348087110.0,5.686130823393445,5803910.75,17120.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,50.972185849900185,2199136.921875,2048.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,1974985.375,126399064.0,20.668476793877204,2555961.828125,10240.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,1984257.078125,126992453.0,32.720279037655075,2969887.265625,4096.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,2450243.171875,156815563.0,9.861940530436517,2758612.90625,22432.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,2866353.8125,183446644.0,21.817869276855394,3669881.71875,7104.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,4687948.0625,300028676.0,9.819470704142518,5242070.5625,22528.0,64.0,0.0,0.0
+12,1.0,100.0,0.0,64.0,64.0,18548003.0625,1187072196.0,0.0,18548003.0625,30720.0,0.0,0.0,64.0
+13,1.0,100.0,0.0,64.0,64.0,2166539.40625,138658522.0,3.072503821244021,2240914.125,8192.0,64.0,0.0,0.0
+14,1.0,100.0,0.0,64.0,64.0,13141423.90625,841051130.0,0.0,13141423.90625,30720.0,0.0,0.0,64.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,60.26242701636326,2764281.328125,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,5177192.5625,331340324.0,14.990906153625488,6124980.078125,24512.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,1301520.359375,83297303.0,30.64480252642418,1917473.828125,4096.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,1891720.859375,121070135.0,51.26204593276533,3991901.375,4096.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,59.08614888074617,2723880.609375,2048.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,3048047.4375,195075036.0,4.283747285755924,3197285.984375,21024.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,3400213.328125,217613653.0,9.443703742829971,3790002.234375,20480.0,64.0,0.0,0.0
+22,0.0,0.0,0.0,0.0,64.0,1958530.09375,125345926.0,18.430427624918188,2411166.578125,4096.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,4742147.359375,303497431.0,5.348521001852294,5028374.359375,26496.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,4323240.46875,276687390.0,0.9419897388276388,4368413.390625,18016.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,2007781.859375,128498039.0,17.266809692843104,2433760.0625,7040.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,7029991.796875,449919475.0,0.0,7029991.796875,30720.0,0.0,0.0,64.0
+27,1.0,100.0,0.0,64.0,64.0,11112260.796875,711184691.0,0.0,11112260.796875,30720.0,0.0,0.0,64.0
+28,1.0,100.0,0.0,64.0,64.0,2854913.890625,182714489.0,4.781453840333966,3016695.921875,16352.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,14688691.328125,940076245.0,0.0,14688691.328125,30720.0,0.0,0.0,64.0

repro_reference/DeepSeek-8B/brumo-2025/sc-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.9322916666666666,93.22916666666667,0.2534890333216958,30,8809642.325520834,33.74416406724194,1600,0,320

repro_reference/DeepSeek-8B/brumo-2025/sc-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,84.01375527110633,6559630.9375,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,3185701.328125,203884885.0,8.654981294719992,3486031.78125,7424.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,10177337.796875,651349619.0,8.731571698590468,11151228.53125,20480.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,3240168.921875,207370811.0,3.9476694962328556,3373777.453125,8192.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,7119530.078125,455649925.0,30.40210720767449,10228840.734375,14048.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,9480940.671875,606780203.0,31.271219623681347,13794491.109375,19008.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,78.51826691407709,4881461.8125,2048.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,5242880.0,335544320.0,43.400441458754514,9263517.296875,10240.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,55.14503208635394,4675618.390625,4096.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,10126867.6875,648119532.0,26.45141478119706,13769831.015625,20800.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,4187878.5625,268024228.0,52.136957862861834,8752810.5,8192.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,11499956.953125,735997245.0,29.281430374288654,16264112.0,22528.0,64.0,0.0,0.0
+12,1.0,100.0,0.0,64.0,64.0,28635442.015625,1832668289.0,0.0,28635442.015625,30720.0,0.0,0.0,64.0
+13,1.0,100.0,0.0,64.0,64.0,4117025.4375,263489628.0,23.080026262486207,5353647.046875,8192.0,64.0,0.0,0.0
+14,0.96875,96.875,0.17536809360305042,62.0,64.0,23533048.421875,1506115099.0,0.0,23533048.421875,30720.0,0.0,0.0,64.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,87.41544573172153,8332494.34375,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,11741557.578125,751459685.0,37.31908047242945,18731580.859375,23040.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,1884160.0,120586240.0,58.76351189004871,4567120.296875,3680.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,76.831879183044,9052841.34375,4096.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,87.9039645376498,8669969.421875,2048.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,10022460.96875,641437502.0,16.097124646080946,11945155.21875,20288.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,10455505.71875,669152366.0,27.22439678216662,14369428.3125,20480.0,64.0,0.0,0.0
+22,0.0,0.0,0.0,0.0,64.0,2097144.34375,134217238.0,41.234371680918905,3569055.359375,4096.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,13233764.5,846960928.0,25.079191446156624,17666483.40625,26656.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,8600599.890625,550438393.0,23.06080228396198,11181563.109375,20320.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,4188569.921875,268068475.0,33.825338294260916,6330298.765625,8192.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,19400719.75,1241646064.0,0.0,19400719.75,30720.0,0.0,0.0,64.0
+27,1.0,100.0,0.0,64.0,64.0,22365835.125,1431413448.0,0.0,22365835.125,30720.0,0.0,0.0,64.0
+28,1.0,100.0,0.0,64.0,64.0,8962326.6875,573588908.0,22.534940736794102,11570298.578125,18272.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,22401239.40625,1433679322.0,0.0,22401239.40625,30720.0,0.0,0.0,64.0

repro_reference/DeepSeek-8B/hmmt/dco-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.7859375,78.59375,0.3864355077762117,30,5367317.500520834,13.784046703351006,1900,0,20

repro_reference/DeepSeek-8B/hmmt/dco-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1174938.21875,75196046.0,49.157397621276125,2346652.015625,2368.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,60.2129711353693,2672610.390625,2048.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,5003022.015625,320193409.0,3.4685880738927337,5192745.03125,18880.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,2731210.234375,174797455.0,10.243736770993172,3074281.234375,13472.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,2702207.265625,172941265.0,22.96585346680779,3551255.984375,8256.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,2954034.203125,189058189.0,3.8399233360642486,3086912.3125,20352.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,5221131.359375,334152407.0,0.8378314522939957,5270708.453125,19680.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,3324610.859375,212775095.0,11.884865822739032,3822614.734375,14720.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,3052279.28125,195345874.0,3.5581562181543043,3180318.3125,24224.0,64.0,0.0,0.0
+9,0.0,0.0,0.0,0.0,64.0,10436065.234375,667908175.0,0.17813752688110152,10456108.765625,38624.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,2650498.96875,169631934.0,20.80197159861403,3421954.71875,13472.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,3843726.546875,245998499.0,10.081394226829438,4313903.71875,22208.0,64.0,0.0,0.0
+12,0.171875,17.1875,0.38025419651629616,11.0,64.0,10899718.484375,697581983.0,0.2059643232146014,10921333.53125,52256.0,64.0,0.0,0.0
+13,0.984375,98.4375,0.125,63.0,64.0,6870118.171875,439687563.0,1.1042636124969403,6948194.734375,37792.0,64.0,0.0,0.0
+14,0.984375,98.4375,0.125,63.0,64.0,10777977.84375,689790582.0,1.4935346064198713,10948309.109375,36416.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,2476489.515625,158495329.0,15.466548858471818,2979358.265625,18624.0,64.0,0.0,0.0
+16,0.0,0.0,0.0,0.0,64.0,5103182.796875,326603699.0,5.450665447664423,5420196.53125,34368.0,64.0,0.0,0.0
+17,0.484375,48.4375,0.503706499953334,31.0,64.0,9895040.5625,633282596.0,0.03126624088956049,9897467.75,58176.0,45.0,0.0,19.0
+18,0.0,0.0,0.0,0.0,64.0,14340960.421875,917821467.0,3.214004907688285,14819550.859375,42848.0,64.0,0.0,0.0
+19,0.15625,15.625,0.36596252735569995,10.0,64.0,5501615.921875,352103419.0,0.22166837445569998,5514608.75,54656.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,2001630.875,128104376.0,39.53896072555326,3334864.34375,4096.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,1483820.59375,94964518.0,34.37856050786509,2374545.6875,6144.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,2251447.265625,144092625.0,15.718393178682222,2695395.0,8544.0,64.0,0.0,0.0
+23,0.0,0.0,0.0,0.0,64.0,1048576.0,67108864.0,84.98904650943618,7324555.3125,2048.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,8517105.171875,545094731.0,0.6298556265458093,8578143.34375,40512.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,4348645.21875,278313294.0,5.307427045990348,4608305.234375,12320.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,2816632.953125,180264509.0,3.657597545524812,2933603.734375,14336.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,3075640.5,196840992.0,2.1677730518495406,3152245.15625,16352.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,11852679.90625,758571514.0,2.2814272448125665,12183743.8125,34144.0,64.0,0.0,0.0
+29,0.796875,79.6875,0.4055052697678833,51.0,64.0,13615942.625,871420328.0,0.43361604305388946,13672104.9375,53728.0,63.0,0.0,1.0

repro_reference/DeepSeek-8B/hmmt/sc-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.7,70.0,0.466091599699399,30,11404708.8796875,29.33802936810945,1911,0,9

repro_reference/DeepSeek-8B/hmmt/sc-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1163264.0,74448896.0,71.16779760864618,4034281.921875,2272.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,76.29132771820406,4423377.859375,2048.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,13020097.390625,833286233.0,11.522713072173692,14714238.78125,32000.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,6841527.796875,437857779.0,31.544451434178022,9991727.1875,13376.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,5241776.1875,335473676.0,40.504302458225716,8811557.0,10240.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,10915534.625,698594216.0,14.52294833568397,12770303.125,24256.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,11079869.90625,709111674.0,19.410427449700478,13750299.828125,24576.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,8732129.390625,558856281.0,42.80725801903007,15266728.515625,17632.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,12288573.265625,786468689.0,15.38244363295204,14523095.875,25984.0,64.0,0.0,0.0
+9,0.0,0.0,0.0,0.0,64.0,21444741.1875,1372463436.0,3.6014709128285145,22245366.21875,53728.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,6586350.5625,421526436.0,52.24178987759311,13787028.8125,12864.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,10776594.5,689702048.0,25.626325914618096,14487801.21875,21632.0,64.0,0.0,0.0
+12,0.0,0.0,0.0,0.0,64.0,23930602.296875,1531558547.0,0.11436522418466141,23957992.046875,59776.0,56.0,0.0,8.0
+13,0.0,0.0,0.0,0.0,64.0,12568442.234375,804380303.0,33.47272926925873,18892895.5,24576.0,64.0,0.0,0.0
+14,1.0,100.0,0.0,64.0,64.0,18924236.5625,1211151140.0,4.608266514741424,19838525.875,39264.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,9430229.8125,603534708.0,29.12271018886008,13306091.546875,18432.0,64.0,0.0,0.0
+16,0.0,0.0,0.0,0.0,64.0,17272334.015625,1105429377.0,11.685066896949673,19558280.4375,34816.0,64.0,0.0,0.0
+17,0.0,0.0,0.0,0.0,64.0,7962399.890625,509593593.0,63.79610721283571,21994324.90625,15552.0,64.0,0.0,0.0
+18,0.0,0.0,0.0,0.0,64.0,19942143.6875,1276297196.0,8.54897525167579,21809728.6875,43360.0,64.0,0.0,0.0
+19,0.0,0.0,0.0,0.0,64.0,20325246.4375,1300815772.0,0.3045939995597414,20387403.203125,55392.0,63.0,0.0,1.0
+20,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,60.00226685653135,5243702.265625,4096.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,4194304.0,268435456.0,59.36237573091526,10324155.5625,8192.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,5236871.96875,335159806.0,30.247154489995093,7508255.5,10240.0,64.0,0.0,0.0
+23,0.0,0.0,0.0,0.0,64.0,1048576.0,67108864.0,92.68693217591095,14338979.9375,2048.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,21664267.84375,1386513142.0,6.727968930321393,23227278.53125,47136.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,7134646.546875,456617379.0,20.271014923650842,8950410.609375,14240.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,7090227.140625,453774537.0,23.191828344920623,9233186.875,14336.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,8128013.390625,520192857.0,19.095529004022072,10046615.28125,17184.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,24418583.59375,1562789350.0,6.147707159455052,26012118.390625,53856.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,21633954.15625,1384573066.0,6.132032435661155,23047189.796875,46656.0,64.0,0.0,0.0

repro_reference/Qwen3-32B/aime-2025/dco-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.8057291666666667,80.57291666666667,0.39587385889796306,30,3661689.8135416666,25.952311192293717,1913,0,7

repro_reference/Qwen3-32B/aime-2025/dco-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,42.64653066027228,1831545.828125,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,3136621.015625,200743745.0,43.99870619167594,5613928.828125,6144.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,2080170.953125,133130941.0,37.16394113191025,3336881.78125,4096.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,2059287.890625,131794425.0,50.555131520481545,4170357.1875,4096.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,3398540.90625,217506618.0,30.142489096399476,4851124.84375,7104.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,40.24597032882333,1759451.984375,2048.0,64.0,0.0,0.0
+6,0.140625,14.0625,0.35038244411336755,9.0,64.0,3556909.65625,227642218.0,6.5093273019868665,3827082.71875,13632.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,1790623.5625,114599908.0,28.390893211172617,2502545.828125,3520.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,5362502.4375,343200156.0,6.733281196051974,5758753.53125,12320.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,3313742.0625,212079492.0,3.738671288308831,3453152.046875,16832.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,6920434.921875,442907835.0,6.384986733761536,7415833.765625,19008.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,5838201.171875,373644875.0,8.650438045132427,6404591.21875,14336.0,64.0,0.0,0.0
+12,0.03125,3.125,0.17536809360305042,2.0,64.0,5647870.15625,361463690.0,0.13202617176421017,5655652.859375,28032.0,58.0,0.0,6.0
+13,0.0,0.0,0.0,0.0,64.0,10486636.421875,671144731.0,1.0889235113580726,10610334.453125,25312.0,64.0,0.0,0.0
+14,0.0,0.0,0.0,0.0,64.0,9115858.421875,583414939.0,0.25704235476913023,9140598.296875,26720.0,63.0,0.0,1.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,61.41277275979997,2722687.875,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,45.351347584802134,1942573.84375,2048.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,4585272.09375,293457414.0,36.23328735083187,7221152.1875,10272.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,2055011.140625,131520713.0,41.2432471499098,3506020.5,4096.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,5567879.609375,356344295.0,6.164409223776493,5958969.890625,16384.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,1742480.109375,111518727.0,19.140509327383953,2165736.125,6144.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,2582528.453125,165281821.0,31.79043071319879,3817233.5625,6144.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,2565749.375,164207960.0,13.957588686374866,3002635.4375,12256.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,2057393.890625,131673209.0,48.959754268410116,4037139.234375,4096.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,2319524.3125,148449556.0,25.694616439788163,3181794.453125,8192.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,3599742.15625,230383498.0,16.277852477585025,4321251.234375,12416.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,2671572.046875,170980611.0,23.645655767248613,3520593.890625,8288.0,64.0,0.0,0.0
+27,0.0,0.0,0.0,0.0,64.0,6530079.359375,417925079.0,2.154148204470043,6681181.75,16704.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,5623182.28125,359883666.0,10.190200542636328,6264708.34375,12256.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,1048576.0,67108864.0,89.7151565287268,10296069.484375,2048.0,64.0,0.0,0.0

repro_reference/Qwen3-32B/aime-2025/sc-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.8005208333333333,80.05208333333333,0.4057872723911218,30,5260623.426041666,37.137542420540754,1847,0,73

repro_reference/Qwen3-32B/aime-2025/sc-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,51.4990521190175,2162152.765625,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,3145728.0,201326592.0,58.18086649982891,7522736.328125,6144.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,54.71224845232562,4631730.21875,4096.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,56.15221203398447,4783114.4375,4096.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,4184329.015625,267797057.0,30.01155968040482,5979358.09375,8192.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,51.58426439648834,2165848.5,2048.0,64.0,0.0,0.0
+6,0.0,0.0,0.0,0.0,64.0,5172616.890625,331047481.0,30.92844825368965,7489717.203125,10240.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,1948881.8125,124728436.0,28.09980020127988,2709944.734375,3808.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,6096459.734375,390173423.0,29.009173420485844,8589646.09375,12288.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,8903502.71875,569824174.0,15.94840994456167,10593387.375,18528.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,9207373.125,589271880.0,17.380001501265667,11144766.109375,18432.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,7501371.46875,480087774.0,28.15714616988998,10439922.734375,14816.0,64.0,0.0,0.0
+12,0.015625,1.5625,0.125,1.0,64.0,13091057.265625,837827665.0,0.05991221460570281,13098920.65625,30720.0,7.0,0.0,57.0
+13,0.0,0.0,0.0,0.0,64.0,14037243.078125,898383557.0,4.815693697641348,14747375.59375,28736.0,64.0,0.0,0.0
+14,0.0,0.0,0.0,0.0,64.0,13554717.65625,867501930.0,0.44539299643633345,13615404.59375,30688.0,48.0,0.0,16.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,66.68312181951109,3147512.546875,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,61.382725437493505,2715503.875,2048.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,5291969.6875,338686060.0,44.865259008062495,9597645.65625,10336.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,2097132.609375,134216487.0,51.50918058841927,4325369.546875,4096.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,8317962.09375,532349574.0,21.582861475474562,10608182.890625,16384.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,3143679.125,201195464.0,36.565807551305795,4957485.65625,6144.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,3145728.0,201326592.0,41.307918670595924,5360159.71875,6144.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,5290749.140625,338607945.0,36.81518440844325,8373541.65625,10336.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,53.159583098836436,4477653.25,4096.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,4193771.328125,268401365.0,45.21979263870821,7657116.5,8192.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,7209170.015625,461386881.0,25.280918570303847,9649341.234375,14336.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,4233919.0,270970816.0,41.01543995875261,7178131.96875,8288.0,64.0,0.0,0.0
+27,0.0,0.0,0.0,0.0,64.0,10292495.4375,658719708.0,14.545697368414414,12045302.0,22528.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,6224509.578125,398368613.0,24.618756173093715,8258563.375,12288.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,1048576.0,67108864.0,92.5898442669017,14151023.5,2048.0,64.0,0.0,0.0

repro_reference/Qwen3-32B/brumo-2025/dco-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.9296875,92.96875,0.25350287089019125,30,3801181.439583333,23.2414566891212,1896,0,24

repro_reference/Qwen3-32B/brumo-2025/dco-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,37.00742434208731,1680597.671875,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,1542661.359375,98730327.0,0.24908440734773984,1546556.78125,4096.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,3976800.90625,254515258.0,0.8364117606957948,4013889.96875,14272.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,1870785.265625,119730257.0,8.248461617101043,2040304.375,4096.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,1736217.1875,111117900.0,44.658709131451715,3176321.625,4096.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,2625091.03125,168005826.0,7.352338675339756,2844111.0,12544.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,43.33279430156871,1872038.953125,2048.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,3286020.546875,210305315.0,21.704030643639076,4213902.734375,8192.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,2066193.359375,132236375.0,42.81411210394265,3623235.265625,4096.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,2755806.859375,176371639.0,7.553406252727904,2992026.6875,10304.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,2096021.03125,134145346.0,48.3725600010176,4063475.828125,4096.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,5943281.671875,380370027.0,0.6549319938227472,5988186.546875,19712.0,64.0,0.0,0.0
+12,1.0,100.0,0.0,64.0,64.0,11837907.765625,757626097.0,0.16957796610301434,11857351.5,30656.0,42.0,0.0,22.0
+13,1.0,100.0,0.0,64.0,64.0,2192101.0,140294464.0,16.18762211080174,2623815.59375,6144.0,64.0,0.0,0.0
+14,0.890625,89.0625,0.3145764348029479,57.0,64.0,7213474.921875,461662395.0,1.5977941243121452,7335997.0625,19840.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,34.09878313726502,1615005.75,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,2982419.9375,190874876.0,31.58382037018444,4364043.078125,7840.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,51.626895518838054,2194403.90625,2048.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,70.45034024202748,3565730.859375,2048.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,69.36578247563237,3635316.328125,2048.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,3382784.328125,216498197.0,41.74713131483725,5803297.703125,6720.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,10252504.59375,656160294.0,0.8338760847888314,10343773.765625,28672.0,62.0,0.0,2.0
+22,0.0,0.0,0.0,0.0,64.0,2050667.90625,131242746.0,20.881717977336468,2597320.953125,4096.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,4032738.953125,258095293.0,21.38441421026852,5170654.515625,10304.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,4068675.203125,260395213.0,1.1817814640093354,4118705.890625,12256.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,1498894.046875,95929219.0,38.339405050259465,2485985.515625,4096.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,3880249.734375,248335983.0,6.128228846693952,4141434.953125,14688.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,9980327.71875,638740974.0,1.4275228762343737,10134631.5625,26560.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,5665863.484375,362615263.0,21.65348358583256,7241285.71875,12288.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,10806498.375,691615896.0,5.8012580874690824,11529785.203125,25760.0,64.0,0.0,0.0

repro_reference/Qwen3-32B/brumo-2025/sc-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.903125,90.3125,0.2710805127569145,30,5013437.153645833,36.178189882204514,1856,0,64

repro_reference/Qwen3-32B/brumo-2025/sc-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,53.07352108488508,2234680.125,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,1728360.125,110615048.0,1.09921665873806,1747603.078125,4096.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,6042705.453125,386733149.0,8.779381071223186,6624500.6875,12288.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,2014013.875,128896888.0,20.330945902906226,2529072.984375,4096.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,65.86487226217214,6145258.546875,4096.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,6436793.046875,411954755.0,25.756234422059265,8668555.140625,13120.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,63.18184856333888,2848313.015625,2048.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,4191822.875,268276664.0,31.122185147006398,6086345.8125,8192.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,52.275979930807324,4394578.390625,4096.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,5276844.859375,337718071.0,24.491304160703482,6986712.96875,11904.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,54.16646465877874,4576153.203125,4096.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,11228138.859375,718600887.0,5.413342165124529,11870982.65625,24800.0,64.0,0.0,0.0
+12,0.515625,51.5625,0.503706499953334,33.0,64.0,14505001.8125,928320116.0,0.0,14505001.8125,30720.0,0.0,0.0,64.0
+13,1.0,100.0,0.0,64.0,64.0,3125285.234375,200018255.0,28.08204191391942,4346535.296875,6144.0,64.0,0.0,0.0
+14,0.578125,57.8125,0.4977628523130841,37.0,64.0,11820747.515625,756527841.0,5.504900956265684,12509841.203125,26208.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,70.73052879114094,3582642.375,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,5111190.1875,327116172.0,40.18783915802134,8549034.09375,10112.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,71.0208456358994,3618519.21875,2048.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,74.05954300435835,4042473.296875,2048.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,84.7032802860698,6856859.390625,2048.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,3800808.25,243251728.0,43.77274177011585,6756557.046875,7424.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,11935876.609375,763896103.0,9.431199149633807,13178711.875,24704.0,64.0,0.0,0.0
+22,0.0,0.0,0.0,0.0,64.0,2096022.640625,134145449.0,34.25653026719814,3188507.5,4096.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,5231836.40625,334837530.0,36.87928663611012,8289545.0,10240.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,4597308.578125,294227749.0,21.8869291986958,5887874.421875,10240.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,2113516.9375,135265084.0,58.365540752028465,5076427.109375,4128.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,7797012.328125,499008789.0,22.422233205105453,10049342.9375,15616.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,13146034.234375,841346191.0,7.9759863282462815,14285600.40625,26624.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,7234191.4375,462988252.0,27.229374636219994,9942172.1875,14336.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,8386691.34375,536748246.0,43.28159874936313,14786884.4375,16384.0,64.0,0.0,0.0

repro_reference/Qwen3-32B/hmmt/dco-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.6552083333333333,65.52083333333333,0.4556897047775271,30,5030029.3578125,15.676368919511834,1801,0,119

repro_reference/Qwen3-32B/hmmt/dco-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,55.32543396696139,2366864.71875,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,1048471.03125,67102146.0,28.373201133456906,1466323.40625,2048.0,64.0,0.0,0.0
+2,0.9375,93.75,0.2439750182371333,60.0,64.0,5300607.796875,339238899.0,1.777010977914966,5399194.59375,14368.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,6172255.203125,395024333.0,0.7006226191194348,6217580.03125,16256.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,2725434.140625,174427785.0,29.18078971758986,3860429.890625,6144.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,2693414.34375,172378518.0,0.6720727248673382,2712955.8125,12256.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,5168602.609375,330790567.0,0.6532861839885906,5203197.453125,14048.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,3836075.90625,245508858.0,13.802489023083792,4473383.953125,10240.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,4016441.453125,257052253.0,17.757475329311895,4905693.328125,10240.0,64.0,0.0,0.0
+9,0.0,0.0,0.0,0.0,64.0,8496547.125,543779016.0,1.4347953058501017,8632034.59375,22592.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,3444309.625,220435816.0,42.57728945490727,6011505.859375,8544.0,64.0,0.0,0.0
+11,0.71875,71.875,0.4531634835874829,46.0,64.0,9465265.40625,605776986.0,1.194332956741308,9583989.109375,25824.0,64.0,0.0,0.0
+12,0.0,0.0,0.0,0.0,64.0,7477192.6875,478540332.0,2.7632891488107263,7702176.25,22784.0,64.0,0.0,0.0
+13,0.0,0.0,0.0,0.0,64.0,8211813.125,525556040.0,0.089117628094516,8219237.546875,26528.0,62.0,0.0,2.0
+14,0.0,0.0,0.0,0.0,64.0,1048576.0,67108864.0,71.542947051726,3855973.453125,2048.0,64.0,0.0,0.0
+15,0.390625,39.0625,0.491747370293402,25.0,64.0,5749142.5,367945120.0,0.3632506451364042,5772497.25,21888.0,64.0,0.0,0.0
+16,0.0,0.0,0.0,0.0,64.0,3317437.265625,212315985.0,27.68727369942891,4604420.015625,8160.0,64.0,0.0,0.0
+17,0.0,0.0,0.0,0.0,64.0,4396160.921875,281354299.0,2.3098006843383714,4511653.796875,17152.0,64.0,0.0,0.0
+18,0.0,0.0,0.0,0.0,64.0,8685276.921875,555857723.0,0.020307745040348997,8687083.328125,30624.0,27.0,0.0,37.0
+19,0.0,0.0,0.0,0.0,64.0,9872237.609375,631823207.0,0.3590589188972542,9909608.640625,29984.0,29.0,0.0,35.0
+20,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,43.64557752514357,1869446.75,2048.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,1501344.0,96086016.0,48.90379580923654,3020254.015625,4224.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,2872867.125,183863496.0,42.41895997701659,4995698.046875,6144.0,64.0,0.0,0.0
+23,0.015625,1.5625,0.125,1.0,64.0,5545666.203125,354922637.0,0.8585162197967313,5595842.609375,15008.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,8523559.0625,545507780.0,0.26625406038288996,8546905.53125,26528.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,3104422.28125,198683026.0,31.31817319571848,4522690.6875,6144.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,4457604.390625,285286681.0,0.9478659345200671,4502742.515625,14336.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,5688360.125,364055048.0,0.6626351444640524,5727859.65625,14336.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,8688300.65625,556051242.0,2.6229402990359385,8927473.546875,20896.0,64.0,0.0,0.0
+29,0.59375,59.375,0.495014830625995,38.0,64.0,7296343.21875,466965966.0,0.06250450477473073,7300330.953125,30528.0,19.0,0.0,45.0

repro_reference/Qwen3-32B/hmmt/sc-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.628125,62.8125,0.485692382601623,30,7293460.1703125,24.72677823007239,1820,0,100

repro_reference/Qwen3-32B/hmmt/sc-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,69.43656342035251,3431082.953125,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,1048471.03125,67102146.0,41.11917722073203,1780973.859375,2048.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,7295936.71875,466939950.0,17.670061084202523,8862711.578125,16416.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,7189830.96875,460149182.0,9.728089800131587,7964263.4375,15872.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,3475975.9375,222462460.0,31.37270515767264,5062770.65625,6880.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,5590567.25,357796304.0,9.816062661641219,6199717.78125,12288.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,7295658.953125,466922173.0,18.9672085007672,9003054.015625,16576.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,5485744.203125,351087629.0,42.455451392254936,9529754.09375,11104.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,5301852.265625,339318545.0,34.25347928493618,8064689.21875,10432.0,64.0,0.0,0.0
+9,0.0,0.0,0.0,0.0,64.0,11802170.8125,755338932.0,7.407589210288451,12745399.25,25600.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,5193728.0,332398592.0,44.306529168755254,9325205.265625,10144.0,64.0,0.0,0.0
+11,0.96875,96.875,0.17536809360305042,62.0,64.0,12962760.671875,829616683.0,2.656759565743933,13316315.21875,28480.0,60.0,0.0,4.0
+12,0.0,0.0,0.0,0.0,64.0,12457806.703125,797299629.0,1.8252692836134696,12689066.0625,28640.0,63.0,0.0,1.0
+13,0.0,0.0,0.0,0.0,64.0,10240141.34375,655369046.0,1.8128511633360076,10429140.953125,23648.0,64.0,0.0,0.0
+14,0.0,0.0,0.0,0.0,64.0,1048576.0,67108864.0,84.94323980725011,6965938.59375,2048.0,64.0,0.0,0.0
+15,0.859375,85.9375,0.35038244411336755,55.0,64.0,11375650.1875,728041612.0,3.447994220942438,11781958.03125,26880.0,63.0,0.0,1.0
+16,0.0,0.0,0.0,0.0,64.0,3145534.75,201314224.0,60.54536525268934,7973974.1875,6144.0,64.0,0.0,0.0
+17,0.0,0.0,0.0,0.0,64.0,9091337.515625,581845601.0,11.64968830896657,10289079.484375,20992.0,64.0,0.0,0.0
+18,0.0,0.0,0.0,0.0,64.0,11748183.8125,751883764.0,0.9535082157759308,11861292.25,28256.0,62.0,0.0,2.0
+19,0.0,0.0,0.0,0.0,64.0,13208800.84375,845363254.0,0.46111620554374655,13270308.578125,30368.0,17.0,0.0,47.0
+20,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,56.62168292584828,2417413.078125,2048.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,3145728.0,201326592.0,53.90151041720384,6825081.28125,6144.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,3145723.359375,201326295.0,48.79736557333793,6144249.828125,6144.0,64.0,0.0,0.0
+23,0.0,0.0,0.0,0.0,64.0,9235512.59375,591072806.0,8.6841331684879,10111822.59375,22432.0,64.0,0.0,0.0
+24,0.015625,1.5625,0.125,1.0,64.0,13333482.859375,853342903.0,0.18961957395375195,13358800.328125,30720.0,19.0,0.0,45.0
+25,1.0,100.0,0.0,64.0,64.0,3145728.0,201326592.0,36.049708859914524,4919221.1875,6144.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,7541901.75,482681712.0,17.461693505915278,9138582.78125,16384.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,6720961.125,430141512.0,12.5422390256276,7686100.34375,14336.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,11682993.96875,747711614.0,10.378053023600852,13035391.234375,24288.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,13795893.484375,882937183.0,2.348631902685558,14128190.0,29632.0,64.0,0.0,0.0

repro_reference/Qwen3-next/aime-2025/dco-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.9,90.0,0.30512857662936466,30,3998876.339583333,21.18171116890912,1918,0,2

repro_reference/Qwen3-next/aime-2025/dco-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,43.70668324151443,1908523.75,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,2782892.296875,178105107.0,38.17574908185893,4565982.5625,6144.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,2078303.640625,133011433.0,37.65556396836351,3369250.734375,4096.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,2094799.515625,134067169.0,41.31838831065995,3595737.5625,4096.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,3178326.09375,203412870.0,15.686853359031305,3796266.96875,8192.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,1258569.53125,80548450.0,9.733158015663545,1401269.453125,4096.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,3064878.3125,196152212.0,13.60062500395342,3582719.359375,20288.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,1769667.8125,113258740.0,20.145935959842003,2228757.5,3936.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,3158534.890625,202146233.0,18.06608592637694,3914862.578125,9440.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,3745808.515625,239731745.0,6.465126630142034,4030780.171875,19168.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,3445994.921875,220543675.0,4.8243071404698465,3638469.109375,20416.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,4668457.484375,298781279.0,12.105558542589744,5357434.375,14496.0,64.0,0.0,0.0
+12,1.0,100.0,0.0,64.0,64.0,4945114.625,316487336.0,2.3502801510853923,5074690.53125,32576.0,64.0,0.0,0.0
+13,0.0,0.0,0.0,0.0,64.0,12569085.375,804421464.0,1.1173670735846624,12693850.875,74656.0,62.0,0.0,2.0
+14,0.0,0.0,0.0,0.0,64.0,11182438.796875,715676083.0,16.715997365055724,13660120.96875,29632.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,49.33195523560961,2076344.46875,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,1744574.734375,111652783.0,18.000971727517037,2148445.640625,4096.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,4047584.0,259045376.0,45.24438852062842,7440026.328125,8192.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,1961074.125,125508744.0,42.528445661760884,3479415.140625,4128.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,7864989.71875,503359342.0,3.6295571412291374,8179571.859375,28960.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,1391178.921875,89035451.0,13.552854676861193,1628329.046875,6144.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,1592923.453125,101947101.0,24.783019463176466,2165266.265625,6144.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,2683636.578125,171752741.0,16.798410912335534,3264299.21875,14336.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,2011005.203125,128704333.0,41.76587342933449,3477182.828125,4576.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,1801367.125,115287496.0,39.78864544034593,3107043.265625,8576.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,1810014.34375,115840918.0,22.832053042026196,2403296.3125,10240.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,3499018.484375,223937183.0,14.493179484123486,4103766.0625,8768.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,10727671.046875,686570947.0,4.041041347543059,11227795.828125,33312.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,4384563.75,280612080.0,10.430234787018886,4908472.21875,11360.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,12406664.890625,794026553.0,6.563024427571726,13346928.421875,56224.0,64.0,0.0,0.0

repro_reference/Qwen3-next/aime-2025/sc-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.8770833333333333,87.70833333333333,0.3226720894326786,30,7899796.999479166,41.42934261469026,1914,0,6

repro_reference/Qwen3-next/aime-2025/sc-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,68.98725891679088,3381192.65625,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,3145728.0,201326592.0,66.20951148438931,9310409.21875,6144.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,71.15850306864098,7273480.96875,4096.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,60.58086056561909,5320266.875,4096.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,4194304.0,268435456.0,40.165648745798244,7010186.75,8192.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,36.6115370709557,3308586.171875,4096.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,9735042.859375,623042743.0,32.12338279707276,14340973.71875,19072.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,2097140.90625,134217018.0,43.003901618896,3679930.421875,4096.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,4194304.0,268435456.0,48.44966032740526,8138263.703125,8192.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,10355552.671875,662755371.0,24.314591590127016,13683919.796875,20544.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,9443076.484375,604356895.0,23.256990115159454,12305252.984375,18496.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,8298797.1875,531123020.0,36.13315983236978,12997621.0625,16384.0,64.0,0.0,0.0
+12,0.3125,31.25,0.46717659215115676,20.0,64.0,17937985.859375,1148031095.0,2.688489480673654,18432440.9375,46624.0,64.0,0.0,0.0
+13,0.0,0.0,0.0,0.0,64.0,37581481.875,2405214840.0,0.4510165230509653,37751776.1875,79872.0,58.0,0.0,6.0
+14,0.0,0.0,0.0,0.0,64.0,14285048.265625,914243089.0,44.348764328611175,25668743.09375,28032.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,64.65498648216006,2966782.125,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,41.8964047290358,3609444.65625,4096.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,4194304.0,268435456.0,65.15837625244276,12039724.78125,8192.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,2359296.0,150994944.0,63.58217757577537,6477710.28125,4608.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,13295588.953125,850917693.0,18.3865579526937,16291811.25,26560.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,3145728.0,201326592.0,35.17117221001479,4852476.21875,6144.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,3637195.28125,232780498.0,46.703257525599675,6821074.65625,7104.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,7338835.609375,469685479.0,32.727433325750354,10909521.4375,14336.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,3145728.0,201326592.0,55.63686624637172,7091125.6875,6144.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,4194304.0,268435456.0,66.34751749006904,12466079.84375,8192.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,5242880.0,335544320.0,45.08877374162218,9548059.203125,10240.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,5160698.265625,330284689.0,31.886056880069496,7576458.109375,10080.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,18529724.109375,1185902343.0,25.657557788208084,24924828.546875,37184.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,6273198.34375,401484694.0,33.20953384884987,9393803.078125,12288.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,28722207.3125,1838221268.0,18.290329926484837,35151337.40625,56416.0,64.0,0.0,0.0

repro_reference/Qwen3-next/brumo-2025/dco-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.9546875,95.46875,0.19186504874228477,30,3072580.3057291666,29.4271744796972,1920,0,0

repro_reference/Qwen3-next/brumo-2025/dco-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,48.659923148296784,2071297.53125,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,23.35801573047244,1383803.078125,2048.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,4862611.59375,311207142.0,1.4341478726333687,4937459.625,18560.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,1067259.15625,68304586.0,2.984232631130358,1100816.984375,3008.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,3155375.71875,201944046.0,19.730810370645873,3985246.6875,10592.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,2582827.5625,165300964.0,4.736024694490118,2720196.6875,14336.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,47.89623496312131,2039042.890625,2048.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,2462039.6875,157570540.0,33.28734302389711,3759389.046875,8192.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,2048949.859375,131132791.0,40.06258645071574,3461767.4375,4096.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,2821513.53125,180576866.0,10.269549320461994,3181199.0,13856.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,2085812.625,133492008.0,54.21031785122965,4610997.296875,4096.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,4733834.859375,302965431.0,12.158928838725428,5441605.859375,16384.0,64.0,0.0,0.0
+12,1.0,100.0,0.0,64.0,64.0,6663789.0625,426482500.0,3.550232831008762,6941553.578125,44128.0,64.0,0.0,0.0
+13,1.0,100.0,0.0,64.0,64.0,1587373.078125,101591877.0,31.357213801049728,2331256.75,4192.0,64.0,0.0,0.0
+14,1.0,100.0,0.0,64.0,64.0,9947294.78125,636626866.0,3.7576296856298175,10385025.59375,35968.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,44.08273788018954,1964956.6875,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,5781267.53125,370001122.0,11.571458528060163,6595373.484375,16480.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,32.945628605282465,1601345.46875,2048.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,65.69508081003879,3182126.03125,2048.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,59.895332797243086,2714667.875,2048.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,2521242.890625,161359545.0,20.17285284060831,3203230.171875,10368.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,1165154.34375,74569878.0,88.96599790031189,11125843.453125,2304.0,64.0,0.0,0.0
+22,0.640625,64.0625,0.4836103475464191,41.0,64.0,2057358.203125,131670925.0,0.03945501269025115,2058275.953125,10272.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,76.70251448773007,4834006.359375,2048.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,4328196.921875,277004603.0,3.2708762038307313,4482609.65625,20192.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,1906825.0,122036800.0,29.844746072300133,2767678.21875,6144.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,3064485.0,196127040.0,6.214980267288698,3293770.21875,16704.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,14437105.203125,923974733.0,4.086275395811112,15111819.703125,47744.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,3459908.5625,221434148.0,9.25911797383775,3852831.84375,25184.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,1048576.0,67108864.0,92.61498840218442,14812207.734375,2048.0,64.0,0.0,0.0

repro_reference/Qwen3-next/brumo-2025/sc-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.9666666666666667,96.66666666666667,0.18257418583505536,30,6016274.766666667,47.3958517985041,1920,0,0

repro_reference/Qwen3-next/brumo-2025/sc-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,68.26757384460282,3304535.21875,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,53.72945880995395,2266280.140625,2048.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,9106332.984375,582805311.0,6.666552039213059,9756978.609375,18432.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,1048542.421875,67106715.0,32.59399716055671,1556288.96875,2048.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,5118921.5,327610976.0,43.90513076779944,9125304.65625,10016.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,6998920.578125,447930917.0,12.438248400217041,7994270.71875,14336.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,67.30677090469754,3207426.9375,2048.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,4194304.0,268435456.0,53.60125839441987,9039983.25,8192.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,64.23722424015034,5864182.375,4096.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,6908477.296875,442142547.0,27.894789143309147,9581544.15625,14240.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,72.86499177338588,7729060.96875,4096.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,8437153.140625,539977801.0,33.01429627286845,12595479.21875,16480.0,64.0,0.0,0.0
+12,1.0,100.0,0.0,64.0,64.0,22573499.265625,1444703953.0,11.660349009062907,25553973.671875,49056.0,64.0,0.0,0.0
+13,1.0,100.0,0.0,64.0,64.0,3112790.234375,199218575.0,32.717723669196246,4626836.421875,6080.0,64.0,0.0,0.0
+14,1.0,100.0,0.0,64.0,64.0,21302632.671875,1363368491.0,16.02067021102755,25367090.015625,46592.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,81.7155600557355,5735017.890625,2048.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,8375544.03125,536034818.0,34.22518279757202,12735630.234375,16384.0,64.0,0.0,0.0
+17,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,72.53625846369151,3818190.078125,2048.0,64.0,0.0,0.0
+18,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,83.04191718406267,6183580.125,2048.0,64.0,0.0,0.0
+19,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,83.92824020842124,6525059.1875,2048.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,5619524.171875,359649547.0,40.55230571640968,9451020.78125,10976.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,1114112.0,71303168.0,93.65745828211855,17563883.9375,2176.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,4501517.015625,288097089.0,0.46792330267482213,4522687.453125,10240.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,92.4110334134562,13818220.40625,2048.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,9783886.96875,626168766.0,10.141659408067321,10888850.9375,20480.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,3145728.0,201326592.0,54.541653372796205,6920405.875,6144.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,8180921.921875,523579003.0,35.74047345504252,12731117.265625,16096.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,22959114.0625,1469383300.0,20.879302504574625,29017666.078125,46944.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,14374832.734375,919989295.0,23.94252761810484,18900478.515625,29120.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,1048576.0,67108864.0,97.17502353193446,37119082.671875,2048.0,64.0,0.0,0.0

repro_reference/Qwen3-next/hmmt/dco-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.8203125,82.03125,0.3694987558159959,30,6290936.474479167,16.101210593555855,1908,0,12

repro_reference/Qwen3-next/hmmt/dco-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,54.867554243254936,2349090.9375,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,44.592530353856276,1908597.3125,2048.0,64.0,0.0,0.0
+2,0.984375,98.4375,0.125,63.0,64.0,4865685.234375,311403855.0,6.376363423359976,5210573.578125,15200.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,5171099.546875,330950371.0,2.904578110558854,5333501.375,16384.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,2909218.671875,186189995.0,16.730830371471555,3538809.734375,8992.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,2824816.28125,180788242.0,6.108948283968488,3027896.46875,14176.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,5752592.546875,368165923.0,2.9358199877617146,5936870.84375,21632.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,1764630.375,112936344.0,61.55668277597617,4755925.6875,4096.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,3176742.5,203311520.0,6.06945319791552,3395483.75,12224.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,13704136.390625,877064729.0,2.42298329574542,14077788.9375,47264.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,3852225.46875,246542430.0,15.819057363055645,4635566.46875,17056.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,3379481.21875,216286798.0,24.114902724654193,4541716.015625,12736.0,64.0,0.0,0.0
+12,1.0,100.0,0.0,64.0,64.0,10034097.25,642182224.0,5.4982843927762675,10682371.0625,42592.0,64.0,0.0,0.0
+13,0.0,0.0,0.0,0.0,64.0,9569055.28125,612419538.0,0.268938495326705,9594942.4375,47552.0,64.0,0.0,0.0
+14,0.828125,82.8125,0.38025419651629616,53.0,64.0,6697069.5625,428612452.0,2.636997801104176,6917440.59375,39456.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,2876218.28125,184077970.0,22.0246735669528,3812844.6875,14496.0,64.0,0.0,0.0
+16,0.078125,7.8125,0.27048970875004197,5.0,64.0,11020117.265625,705287505.0,2.1244495422316887,11267503.34375,36480.0,64.0,0.0,0.0
+17,0.71875,71.875,0.4531634835874829,46.0,64.0,8799639.40625,563176922.0,1.1228110684214352,8908281.171875,48256.0,64.0,0.0,0.0
+18,0.0,0.0,0.0,0.0,64.0,17950457.90625,1148829306.0,0.5751241382363668,18050306.625,60800.0,63.0,0.0,1.0
+19,0.0,0.0,0.0,0.0,64.0,8701671.9375,556907004.0,2.088836354011555,8914637.0,61600.0,63.0,0.0,1.0
+20,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,42.6878194867215,1840407.40625,2048.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,1416107.40625,90630874.0,44.66916834941844,2649164.046875,4096.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,2578849.75,165046384.0,51.89506586658814,5421443.28125,6144.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,3624647.953125,231977469.0,10.490986902077577,4085804.734375,17984.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,14139153.59375,904905830.0,1.9230399188697838,14443888.03125,50112.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,3688774.921875,236081595.0,24.90506103537112,4971249.515625,8192.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,3458542.484375,221346719.0,20.882136622370613,4409762.453125,8192.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,3941482.390625,252254873.0,2.5964088352316494,4052738.171875,14432.0,64.0,0.0,0.0
+28,0.984375,98.4375,0.125,63.0,64.0,20055508.875,1283552568.0,1.4567941105867555,20376551.6875,64800.0,64.0,0.0,0.0
+29,0.015625,1.5625,0.125,1.0,64.0,9630343.734375,616341999.0,0.6900171888002293,9701795.125,75264.0,54.0,0.0,10.0

repro_reference/Qwen3-next/hmmt/sc-qm3-nc-oqg_ggwarmup/summary_overall.csv

@@ -0,0 +1,2 @@
+accuracy,accuracy_pct,accuracy_std,n_questions,total_tokens_mean,mean_token_savings_pct,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0.8692708333333333,86.92708333333333,0.33922579526917723,30,12280734.632291667,31.391454857495738,1907,0,13

repro_reference/Qwen3-next/hmmt/sc-qm3-nc-oqg_ggwarmup/summary_per_question.csv

@@ -0,0 +1,31 @@
+question_id,accuracy,accuracy_pct,accuracy_std,n_correct,n_iterations,total_tokens_mean,total_tokens_sum,token_savings_pct,baseline_tokens_mean,mean_position,stopped_by_margin,stopped_by_consensus,stopped_by_budget
+0,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,75.34572842862444,4253436.1875,2048.0,64.0,0.0,0.0
+1,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,66.12433786423023,3095530.484375,2048.0,64.0,0.0,0.0
+2,1.0,100.0,0.0,64.0,64.0,6986702.3125,447148948.0,26.054203387993763,9449678.96875,14240.0,64.0,0.0,0.0
+3,1.0,100.0,0.0,64.0,64.0,8181459.0625,523613380.0,10.797739179805019,9172178.671875,16384.0,64.0,0.0,0.0
+4,1.0,100.0,0.0,64.0,64.0,4194304.0,268435456.0,46.24920629506443,7803612.640625,8192.0,64.0,0.0,0.0
+5,1.0,100.0,0.0,64.0,64.0,7932172.84375,507659062.0,18.30259475620481,9708657.625,16128.0,64.0,0.0,0.0
+6,1.0,100.0,0.0,64.0,64.0,7681349.578125,491606373.0,20.47848478898604,9659878.953125,16992.0,64.0,0.0,0.0
+7,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,77.27797978362764,9232000.03125,4096.0,64.0,0.0,0.0
+8,1.0,100.0,0.0,64.0,64.0,6273744.71875,401519662.0,27.264010904643936,8626110.375,12288.0,64.0,0.0,0.0
+9,1.0,100.0,0.0,64.0,64.0,22827842.109375,1460981895.0,10.310304090396524,25452855.71875,51584.0,64.0,0.0,0.0
+10,1.0,100.0,0.0,64.0,64.0,7339931.75,469755632.0,43.994717154142364,13106709.515625,14336.0,64.0,0.0,0.0
+11,1.0,100.0,0.0,64.0,64.0,6291456.0,402653184.0,46.95731219776088,11861922.53125,12288.0,64.0,0.0,0.0
+12,1.0,100.0,0.0,64.0,64.0,22505340.734375,1440341807.0,15.395712235713422,26599670.625,47456.0,64.0,0.0,0.0
+13,1.0,100.0,0.0,64.0,64.0,18532455.546875,1186077155.0,7.161352380125891,19961462.796875,40672.0,64.0,0.0,0.0
+14,1.0,100.0,0.0,64.0,64.0,17596734.59375,1126191014.0,17.389460583640272,21301666.34375,36384.0,64.0,0.0,0.0
+15,1.0,100.0,0.0,64.0,64.0,7339285.59375,469714278.0,48.33938781056418,14208665.109375,14336.0,64.0,0.0,0.0
+16,1.0,100.0,0.0,64.0,64.0,17917303.203125,1146707405.0,14.349621015330177,20919937.375,38304.0,64.0,0.0,0.0
+17,0.078125,7.8125,0.27048970875004197,5.0,64.0,26316467.015625,1684253889.0,1.45768634699817,26704674.796875,71040.0,64.0,0.0,0.0
+18,0.0,0.0,0.0,0.0,64.0,27988731.96875,1791278846.0,0.4912255160105362,28126825.90625,72128.0,51.0,0.0,13.0
+19,0.0,0.0,0.0,0.0,64.0,26355914.328125,1686778517.0,6.010125088629676,28041168.421875,56192.0,64.0,0.0,0.0
+20,1.0,100.0,0.0,64.0,64.0,1048576.0,67108864.0,60.18516661635744,2633796.015625,2048.0,64.0,0.0,0.0
+21,1.0,100.0,0.0,64.0,64.0,2097152.0,134217728.0,73.65769774077886,7962231.515625,4096.0,64.0,0.0,0.0
+22,1.0,100.0,0.0,64.0,64.0,3145728.0,201326592.0,65.82676772935079,9205594.21875,6144.0,64.0,0.0,0.0
+23,1.0,100.0,0.0,64.0,64.0,10236662.40625,655146394.0,29.47638556031621,14517562.890625,20512.0,64.0,0.0,0.0
+24,1.0,100.0,0.0,64.0,64.0,25935295.875,1659858936.0,10.931274733031131,29117673.390625,56096.0,64.0,0.0,0.0
+25,1.0,100.0,0.0,64.0,64.0,4194304.0,268435456.0,51.51755336989415,8651722.421875,8192.0,64.0,0.0,0.0
+26,1.0,100.0,0.0,64.0,64.0,4194304.0,268435456.0,46.18428669349216,7794402.203125,8192.0,64.0,0.0,0.0
+27,1.0,100.0,0.0,64.0,64.0,6805922.71875,435579054.0,13.572876666276937,7875691.109375,14368.0,64.0,0.0,0.0
+28,1.0,100.0,0.0,64.0,64.0,31311605.421875,2003942747.0,7.663476872953032,33910878.921875,65504.0,64.0,0.0,0.0
+29,0.0,0.0,0.0,0.0,64.0,32996989.1875,2111807308.0,2.9769699339290794,34008525.875,70432.0,64.0,0.0,0.0