Certified robustness, attack surface and eval-awareness

Error anticipation on RewardBench 2

refuted registered

The reading

  1. internal features beat the exposed seen-pair margin at predicting held-out RB2 completion errors on Qwen3-8B

    err_auroc_delta_qwen8b > 0.03 0.6 Error anticipation on RewardBench 2 refuted registered confidence interval -0.004634508227426182 to 0.0023281954874443313 > 0.03 The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record › refuted

  2. the same holds on Llama-8B (cross-family)

    err_auroc_delta_llama8b > 0.03 Error anticipation on RewardBench 2 refuted registered confidence interval -0.005095063654071338 to -0.0018241777525145248 > 0.03 The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record › refuted

internals add nothing over the seen-pair margin the RM already exposes when predicting held-out errors, on at least one family

err_auroc_delta_min_family <= 0 Error anticipation on RewardBench 2 refuted registered <= 0 The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record ›

ERR-RB2 fired its kill criterion (K-err); the registered negative result.
ERR-RB2 fired its kill criterion (K-err); the registered negative result.

Measurements

err_auroc_internal_qwen8b
Error anticipation on RewardBench 2 refuted registered none registered The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. Nothing was registered against this value in advance, so it is a supporting measurement rather than a tested one. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record ›
err_auroc_margin_qwen8b
Error anticipation on RewardBench 2 refuted registered none registered The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. Nothing was registered against this value in advance, so it is a supporting measurement rather than a tested one. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record ›
err_auroc_delta_qwen8b_ci_low
Error anticipation on RewardBench 2 refuted registered confidence interval -0.004634508227426182 to 0.0023281954874443313 > 0.03 The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record ›
err_auroc_delta_qwen8b_ci_high
Error anticipation on RewardBench 2 refuted registered confidence interval -0.004634508227426182 to 0.0023281954874443313 > 0.03 The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record ›
err_auroc_internal_llama8b
Error anticipation on RewardBench 2 refuted registered none registered The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. Nothing was registered against this value in advance, so it is a supporting measurement rather than a tested one. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record ›
err_auroc_margin_llama8b
Error anticipation on RewardBench 2 refuted registered none registered The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. Nothing was registered against this value in advance, so it is a supporting measurement rather than a tested one. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record ›
err_auroc_delta_llama8b_ci_low
Error anticipation on RewardBench 2 refuted registered confidence interval -0.005095063654071338 to -0.0018241777525145248 > 0.03 The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record ›
err_auroc_delta_llama8b_ci_high
Error anticipation on RewardBench 2 refuted registered confidence interval -0.005095063654071338 to -0.0018241777525145248 > 0.03 The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record ›
err_auroc_delta_min_family
Error anticipation on RewardBench 2 refuted registered <= 0 The frozen study "Error anticipation on RewardBench 2", adjudicated on 19 July 2026 at the registered level of the project's evidence ladder. One frozen study, adjudicated once, on skywork-v2-qwen3-8b and skywork-v2-llama31-8b, over rb2-full. It does not establish that the same holds on another subject, another dataset or another run. delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent. Open the record ›

Provenance

card
ERR-RB2
frozen_at
adjudicated_at
spec_hash
spec:c8ac36e72adcc96a3d65b802efbce423
study_id
study:campaign-err-rb2@v1#c8ac36e7
power_acceptance
delta-AUROC point call at its own 0.03 threshold under the label-shuffle refit null (null sd 0.0235, null pass rate at threshold 0.2013); the registered CI exclusion carries size control and deltas at or above the MDE confirm at 80 percent