You will get Audit & Verify Math Reasoning for LLM Datasets (RLHF/CoT)
Project details
Are you building an AI model, evaluating an LLM’s mathematical reasoning (GSM8K, AIMO, DeepSeek-R1 style), or creating Chain-of-Thought (CoT) datasets where models produce logical hallucinations?
I am an M.Phil Mathematician, University Lecturer (9+ years). I specialize in auditing, correcting, and structuring mathematical reasoning for AI systems. I don’t just read math, I ensure it is logically rigorous and verifiable.
What I specialize in:
Mathematical Auditing: Verifying step-by-step reasoning in mathematics.
Fail-Case Analysis: Identifying where and why LLMs produce incorrect mathematical logic.
Gold-Standard Solutions: Rewriting flawed outputs into clear, rigorous reasoning traces for SFT/RLHF datasets.
Symbolic Verification: Using Python (SymPy/NumPy) to create ground-truth validation scripts.
Why work with me?
I maintain a GitHub portfolio of gold-standard CoT reasoning traces and SymPy verification scripts. My background in abstract mathematics allows me to handle university and research-level problems with precision.
Message me to review my AI Math Reasoning portfolio before ordering.
I am an M.Phil Mathematician, University Lecturer (9+ years). I specialize in auditing, correcting, and structuring mathematical reasoning for AI systems. I don’t just read math, I ensure it is logically rigorous and verifiable.
What I specialize in:
Mathematical Auditing: Verifying step-by-step reasoning in mathematics.
Fail-Case Analysis: Identifying where and why LLMs produce incorrect mathematical logic.
Gold-Standard Solutions: Rewriting flawed outputs into clear, rigorous reasoning traces for SFT/RLHF datasets.
Symbolic Verification: Using Python (SymPy/NumPy) to create ground-truth validation scripts.
Why work with me?
I maintain a GitHub portfolio of gold-standard CoT reasoning traces and SymPy verification scripts. My background in abstract mathematics allows me to handle university and research-level problems with precision.
Message me to review my AI Math Reasoning portfolio before ordering.
AI Development Type
Deep Learning, Model TuningAI Tools
Azure Machine Learning, MATLAB, MLflow, PyTorchAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$50
|
Standard
$150
|
Advanced
$400
|
|---|---|---|---|
| Delivery Time | 2 days | 5 days | 10 days |
Number of Revisions | 2 | 3 | 10 |
AI Model Integration | - | - | |
Detailed Code Comments | - | ||
Knowledge Graph | - | - | - |
Model Documentation | |||
Ontology | - | - | - |
Source Code | - | - | |
Taxonomy | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$30 - $250Frequently asked questions
About Sohaib
AI Math Reasoning Specialist | Python(Manim) Expert | Scientific LaTeX
Chakwal, Pakistan - 1:23 pm local time
As an M.Phil Mathematician with over 9 years of experience teaching abstract logic and ranked in the Top 17% of the Meta Global Coding Challenge, I don't just "solve" math, I engineer foolproof logical derivations. I specialize in bridging the gap between rigorous theoretical mathematics and practical computational models.
My Core Areas of Expertise:
1. AI Math Reasoning & Logic Auditing (CoT, RLHF)
Step-by-step rigorous logical validation for LLM datasets (GSM8K, AIMO standards, DeepSeek-R1 style reasoning).
Identifying deep "Hallucinations" in model-generated mathematical proofs and physics problem-solving.
Building deterministic evaluation pipelines and ground-truth validators using Python (SymPy, NumPy).
2. Mathematical Animation & Data Visualization (Manim)
Transforming complex abstract logic, calculus, and machine learning models into stunning, intuitive, high-definition animations using the Manim Framework (Python).
Perfect for EdTech startups, researchers, and YouTube educators who need "3Blue1Brown" style visuals.
3. Scientific & Academic Typesetting (LaTeX)
Converting complex handwritten research papers into flawless LaTeX code.
Perfecting multivariable equations, TikZ diagrams, and bibliography matrices (IEEE, APA, ACM) with a 100% guarantee of zero symbolic transcription errors.
4. Cryptography & Algorithm Design
Specialized insights applied from my M.Phil's thesis in Elliptic Curve Cryptography (ECC).
Mathematical modeling for machine learning algorithms and computational frameworks.
Why work with me? I treat mathematics with absolute rigour. Whether I am auditing a Chain-of-Thought dataset, rendering a complex vector field in Manim, or formatting a 100-page thesis, I ensure that the final result is logically unbreakable and visually flawless.
Let's discuss your technical bottlenecks and solve them with mathematical precision. Message me to review a sample of my work!
Steps for completing your project
After purchasing the project, send requirements so Sohaib can start the project.
Delivery time starts when Sohaib receives requirements from you.
Sohaib works on your project following the steps below.
Revisions may occur after the delivery date.
Baseline Review & Rubric Alignment
I will review your dataset and evaluation criteria to ensure we are perfectly aligned on what constitutes a 'logical failure' or 'hallucination'.
Deep Logical Auditing
I will manually analyze the mathematical reasoning, step-by-step, flagging any flawed logic, notation errors, or conceptual leaps.