When Opposite Premises Translate Identically: A Source-Conditioned Diagnostic for Multilingual Commonsense Items
Multilingual reasoning comparisons depend on translated premises preserving the relations in their English sources.
ProofPaper ↗
Key points
- Automatic translation scores can rank source-target pairs, but an acceptance decision alone cannot certify a counterfactual benchmark field.
- We test a source-contrast diagnostic for ACCORD premises: reverse the English polarity, translate both arms independently, count identical target outputs, and score each arm against its own source.
- Across 71 matched question identities at two containing-item depths, five target languages, and three translation checkpoints, Swahili has 63, 113, and 67 exact collisions among 710 pairs per checkpoint.
- Each collision proves at least one unfaithful translation, but does not identify its arm.
Sources (1)
- [1]When Opposite Premises Translate Identically: A Source-Conditioned Diagnostic for Multilingual Commonsense ItemsarXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 17, 03:44 AM
Multilingual reasoning comparisons depend on translated premises preserving the relations in their English sources.
Automatic translation scores can rank source-target pairs, but an acceptance decision alone cannot certify a counterfactual benchmark field.
Extractive summary: sentences quoted from the sources.
Before this
- Oct 17, 2026EdgeKernelBench: Unified LLM-Driven Kernel Generation for Edge Backends
- Oct 16, 2026Multimodal Interaction Estimation for Contact-Aware Adaptive Impedance Control
- Oct 16, 2026Equivalence testing and run-count design for stochastic machine-learning experiments
- Oct 16, 2026Partial-Revelation Panel Forecasting: Predictive Information Gain, Allocation, and Coarsening-Consistent Operators
- Oct 15, 2026alkhder at AlexandriaX-2026: Context-Aware English-to-Dialectal Arabic Dialogue Translation with QLoRA-Fine-Tuned NileChat-3B
- Oct 15, 2026Sim-to-Real Reinforcement Learning for Path-Safe Target Reaching in Robotic Harvesting of Hydroponic Lettuce