Research
The Research Behind TriageCounsel
Every legal finding in TriageCounsel is backed by peer-reviewed deterministic methods. Our architecture was accepted for presentation at the International Conference on Computational Science (ICCS 2026) and published in Springer LNCS.
ICCS 2026 Paper
Deterministic Execution Frameworks for Hybrid Symbolic–Probabilistic Computational Pipelines
Santhosh Guntupalli
International Conference on Computational Science (ICCS 2026) · Springer Lecture Notes in Computer Science (LNCS)
DOI and Springer page will be available upon publication.
Experimental Results
Published benchmarks from the ICCS 2026 paper
Hybrid System vs. Pure LLM Baseline
Architecture
How the deterministic framework works
The system enforces a strict separation between deterministic risk detection and probabilistic language generation. The LLM never determines legal risk — it only explains deterministic findings in plain language.
Execution Pipeline
Key Design Principles
Deterministic-First
All risk detection is performed by versioned, rule-based logic. No probabilistic inference, no statistical weighting, no machine-learned parameters.
LLM Lockdown
The LLM never sees the full contract. It receives only pre-validated deterministic findings and generates explanations from those.
Clause Anchoring
Every finding is tied to exact character offsets and textual excerpts. Reviewers can independently verify each risk indicator.
Safe Degradation
If the LLM is unavailable or fails, all deterministic findings remain intact and actionable. The LLM is never a single point of failure.
The Core Argument
Why deterministic execution matters for legal analysis
Pure LLM Systems
TriageCounsel (Deterministic Hybrid)
FAQ
Frequently asked questions
What is ICCS?
The International Conference on Computational Science (ICCS) is one of the leading conferences in computational science, published through Springer's Lecture Notes in Computer Science (LNCS) series. ICCS 2026 covers advances in computational methods across scientific and engineering domains.
What does "deterministic" mean in this context?
Deterministic means the same input always produces the same output. When you upload the same contract twice, TriageCounsel produces identical findings every time. Pure LLM systems cannot guarantee this — they produce different results on different runs, even with identical inputs.
Does TriageCounsel use AI at all?
Yes. TriageCounsel uses AI (LLM) to generate plain-language explanations of findings. However, the AI never decides what is risky — that is done entirely by the deterministic rule engine. The AI only explains what the deterministic engine has already found.
How were the 300 repeated runs conducted?
15 documents (8 public, 7 synthetic) were each analyzed 20 times across multiple random seeds and computational environments. The hybrid system produced zero output variances across all 300 runs. The pure LLM baseline showed output differences in 100% of cases, with an average of 18.3 distinct output sets per document.
Can I read the full paper?
The paper will be available through Springer LNCS upon publication. DOI and direct links will be posted here once available.
See the research in action
Upload a contract and see deterministic, evidence-backed findings — the same method validated in our ICCS 2026 paper.
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