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One Structured Call Replaced a Long Repair Loop
A constrained intermediate representation cut token use in optimization autoformulation tests.
Summary
A constrained intermediate representation cut token use in optimization autoformulation tests.
IR2Solve asks a language model for a schema-constrained model representation, then verifies and compiles it deterministically. On a matched ten-instance panel, the authors report one semantic call per problem versus 8 and 39 for two comparison systems, using 3.3 and 22.9 times less token volume. The evaluation covers cleaned benchmarks, not arbitrary industrial specifications.
Why it matters
A constrained intermediate representation cut token use in optimization autoformulation tests.
Limits and context
- The evaluation covers cleaned benchmarks, not arbitrary industrial specifications.
Key claims
A constrained intermediate representation cut token use in optimization autoformulation tests.
Qualification: The evaluation covers cleaned benchmarks, not arbitrary industrial specifications.
Evidence: source-2026-08-05-019
Sources
- arXiv preprint 2608.02641arXiv · primary research
Corrections
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