Unverified50% confidenceFactExact time
After the authors used Iterative Nullspace Projection (INLP) to remove detectable framing directions, the decline from SFT to final RLVR still persisted, indicating that the observed decline is not an artifact of prompt framing.
1
Sources
50%
Confidence
Long-term
Relevance
10/23/2026
First Seen
Sources
Related Entities
Related Claims
Unverified纯坐标/模板匹配方案对版式变化零容忍,供应商调整发票版式或增减行列会导致解析全面崩溃61% similarUnverifiedThe deterministic log reducer contains no model, no vector embeddings and no framework assumptions, scanning the log line by line via keep-pattern tables, drop-pattern tables and a context-window mechanism.59% similarUnverifiedDeleting the /init marker line has no measurable effect on the score, because the checker treats it as descriptive content.59% similarUnverifiedIf the framework has already erased the signal, no downstream check can restore the original error; the run-shape assertion provides a symptom, enough to send you back to the trace to diagnose the swallowed exception.59% similarUnverifiedWhen an expected state transition does not occur, the system records the failure as evidence and converts it into an explicit constraint in the symbolic layer.58% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1088123API
curl https://kongchang.com/api/v1/knowledge/claims/1088123MCP
get_claim(id=1088123)