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Long-context QA on LongBench 1000 (test)

81.3Success RateCVT-RL
73.575.52577.5579.575Jun 3, 2026

Evaluation results

MethodLinks
CVT-RLDescription=per-seed CVT-RL success, Split (train/dev/test)=6100/800/1000, Individual Seeds=80.4/82.1/81.7/80.8/81.52026.0681.34.2
IMDescription=information-matched counterfactual-process RL, Split (train/dev/test)=6100/800/10002026.0677.1—
CMDescription=compute-matched non-causal RL, Split (train/dev/test)=6100/800/10002026.0673.8—