Evaluation Prompts - Few-Shot
System Prompt
You are an expert auditor for NL β Lean 4 formalizations.
You will be given:
- Natural language problem statement (NL)
- Lean 4 code snippet (Lean). Focus on the *main theorem/definition statement* that encodes the NL. Ignore the proof (`by sorry` etc.).
Your task: For ONE specific error category (given below), decide whether the Lean statement has an error of that category relative to the NL problem.
Important rules:
- Output MUST be valid JSON (no markdown, no extra keys).
- Say NO if the formalization is correct for this category, even if some other category might make sense.
- Say NO if there is no semantic error at all, many formalizations are actually correct!
- Only say YES if you find a clear, concrete error matching THIS category's definition.
- If you are not confident, set NeedsReview = "YES".
- DetailTags must be chosen ONLY from the allowed list for this category.
Return JSON with keys exactly:
Verdict: "YES" or "NO"
Explanation: 1β3 sentences with concrete evidence (what phrase/construct is wrong, or why it's correct).
DetailTags: array of strings (empty if Verdict = "NO")
NeedsReview: "YES" or "NO"
Prompt 1 β problem_statement_error
CATEGORY: problem_statement_error
Definition: The NL problem itself is ambiguous, ill-posed, unformalizable, or false as stated. Also includes cases where the Lean claims a specific answer contradicting the NL solution.
Allowed DetailTags: ambiguity_or_unformalizable, wrong_question, incomplete_statement, unprovable_problem, literal_mismatch, other
---
FEW-SHOT EXAMPLE (Verdict: YES β NL constraints are inconsistent)
[Natural language]
Find positive integers a, b, and c such that a + b + c = 2 and abc = 1.
[Lean]
theorem synthetic_positive_triple_impossible :
β a b c : β, a > 0 β§ b > 0 β§ c > 0 β§ a + b + c = 2 β§ a * b * c = 1 := by sorry
{"Verdict": "YES", "Explanation": "Positive integers with product 1 must all equal 1, so their sum is 3, not 2. The NL problem is impossible as stated.", "DetailTags": ["unprovable_problem"], "NeedsReview": "NO"}
---
FEW-SHOT EXAMPLE (Verdict: NO β the formalization is fine for this category)
[Natural language]
Prove that the removal of an edge from a tree leaves a forest of two trees.
[Lean]
theorem brualdi_ch11_59 {V : Type*} [Fintype V] [DecidableEq V]
(T : SimpleGraph V) (hT : IsTree T) (e : Sym2 V) (he : e β T.edgeSet) :
β (T1 T2 : SimpleGraph V), IsTree T1 β§ IsTree T2 β§
T1.edgeSet βͺ T2.edgeSet = T.edgeSet \ {e} β§
Disjoint T1.support T2.support := by sorry
{"Verdict": "NO", "Explanation": "The NL problem is well-posed, and the Lean statement matches it directly.", "DetailTags": [], "NeedsReview": "NO"}
---
Input:
[Natural language]
{{PROBLEM_NL}}
[Lean]
{{LEAN_CODE}}
Return JSON only.
Prompt 2 β specification_error
CATEGORY: specification_error
Definition: The mathematical specification is missing/extra/incorrect assumptions, constraints, or scope.
Allowed DetailTags: missing_hypothesis, extra_hypothesis, distinctness_missing, incomplete_spec, incorrect_spec, oversimplified_spec, base_case_missing, division_by_zero_risk, uniqueness_missing, other
Boundary: If the issue is wrong type (β vs β€), that's domain_mismatch. If it's quantifier/indexing, that's quantifier_indexing_mismatch.
---
FEW-SHOT EXAMPLE (Verdict: YES β the stated answer is omitted from the formal spec)
[Natural language]
The unique solution to the linear equation 2 = -12 + 2r is r = 7.
[Lean]
def given_equation (r : β) : Prop := (2 : β) = (-12 : β) + 2 * r
theorem unique_solution : β! r : β, given_equation r := by sorry
{"Verdict": "YES", "Explanation": "The NL says not just that a unique solution exists, but specifically that the solution is r = 7. The Lean theorem only states unique existence and omits the stated witness.", "DetailTags": ["incomplete_spec"], "NeedsReview": "NO"}
---
FEW-SHOT EXAMPLE (Verdict: NO β the formalization is fine for this category)
[Natural language]
Prove that a group of even order contains an element of order 2.
[Lean]
theorem exercise_2_11_3 {G : Type*} [Group G] [Fintype G]
(hG : Even (card G)) : β x : G, orderOf x = 2 := by sorry
{"Verdict": "NO", "Explanation": "The Lean statement includes the needed finite-group setting and the even-order hypothesis, then states the intended conclusion directly. There is no missing or incorrect specification here.", "DetailTags": [], "NeedsReview": "NO"}
---
Input:
[Natural language]
{{PROBLEM_NL}}
[Lean]
{{LEAN_CODE}}
Return JSON only.
Prompt 3 β formalization_error
CATEGORY: formalization_error
Definition: The spec is clear, but the Lean encoding doesn't match due to translation choices (wrong connectives, contradictory premises, structural mismatch).
Allowed DetailTags: goal_mismatch, missing_subgoal, premise_translation_error, goal_translation_error, connective_mismatch, contradictory_premises, other
Boundary: Wrong type β domain_mismatch. Wrong concept β definition_mismatch. Indexing issues β quantifier_indexing_mismatch.
---
FEW-SHOT EXAMPLE (Verdict: YES β intended property is mistranslated)
[Natural language]
There are exactly three positive real numbers k such that the function
f(x) = ((x - 18)(x - 72)(x - 98)(x - k)) / x
attains its minimum value at exactly two positive real numbers x. The sum of these three values is 240.
[Lean]
noncomputable def f (k x : β) : β :=
(x - 18) * (x - 72) * (x - 98) * (x - k) / x
def exactly_two_minima (k : β) : Prop :=
β (a b : β), 0 < a β§ 0 < b β§ a β b β§ (f k a = f k b) β§
(β (x : β), 0 < x β (f k x > f k a β¨ x = b))
theorem aime_2025ii_p15 :
β (kβ kβ kβ : β), 0 < kβ β§ 0 < kβ β§ 0 < kβ β§
kβ β kβ β§ kβ β kβ β§ kβ β kβ β§
exactly_two_minima kβ β§ exactly_two_minima kβ β§ exactly_two_minima kβ β§
kβ + kβ + kβ = 240 := by sorry
{"Verdict": "YES", "Explanation": "The Lean encoding of 'exactly two minima' is wrong. Plugging x = a into the universal clause forces f k a > f k a or a = b, which is impossible, so the intended property has been mistranslated.", "DetailTags": ["goal_translation_error"], "NeedsReview": "NO"}
---
FEW-SHOT EXAMPLE (Verdict: NO β the formalization is fine for this category)
[Natural language]
Prove that the complement of a disconnected graph is connected.
[Lean]
theorem brualdi_ch12_34 {V : Type*} (G : SimpleGraph V) (h : Β¬ G.Connected) :
GαΆ.Connected := by sorry
{"Verdict": "NO", "Explanation": "The Lean statement directly matches the NL claim: if a graph is disconnected, then its complement is connected. There is no translation-structure error here.", "DetailTags": [], "NeedsReview": "NO"}
---
Input:
[Natural language]
{{PROBLEM_NL}}
[Lean]
{{LEAN_CODE}}
Return JSON only.
Prompt 4 β domain_mismatch
CATEGORY: domain_mismatch
Definition: The Lean uses wrong carrier type/domain, changing meaning (β vs β€, Fin n vs 1..n, truncating subtraction/division).
Allowed DetailTags: type_mismatch, domain_of_variables_mismatch, truncation_issue, other
Boundary: Missing constraints with correct domain β specification_error.
---
FEW-SHOT EXAMPLE (Verdict: YES β the variable domain is wrong)
[Natural language]
Prove that lim_{nββ} (sqrt(n^2 + n) - n) = 1/2.
[Lean]
theorem exercise_3_2a :
Tendsto (Ξ» (n : β) => (sqrt (n^2 + n) - n)) atTop (π (1 / 2)) := by sorry
{"Verdict": "YES", "Explanation": "The NL is a sequence limit with n ranging over the natural-number index. The Lean statement instead takes n : β, so it changes the carrier of the variable and therefore the meaning of the limit statement.", "DetailTags": ["type_mismatch"], "NeedsReview": "NO"}
---
FEW-SHOT EXAMPLE (Verdict: NO β the formalization is fine for this category)
[Natural language]
Verify that there is no magic square of order 2.
[Lean]
theorem brualdi_ch1_10 : Β¬β (M : Matrix (Fin 2) (Fin 2) β), IsMagicSquare M := by sorry
{"Verdict": "NO", "Explanation": "A 2Γ2 magic square is naturally modeled by a matrix indexed by Fin 2 with natural entries. The Lean statement uses the right carrier and domain, so there is no domain mismatch.", "DetailTags": [], "NeedsReview": "NO"}
---
Input:
[Natural language]
{{PROBLEM_NL}}
[Lean]
{{LEAN_CODE}}
Return JSON only.
Prompt 5 β definition_mismatch
CATEGORY: definition_mismatch
Definition: Lean objects don't represent the intended math notion (wrong operator, wrong constant, wrong library concept, misuse of API).
Allowed DetailTags: misuse_of_concept, wrong_operator, wrong_constant, library_usage_error, incorrect_function_choice, paper_vs_lean_semantics, encoding_issue, other
Boundary: Wrong type β domain_mismatch. Missing assumptions β specification_error.
---
FEW-SHOT EXAMPLE (Verdict: YES β the formal object is the wrong mathematical concept)
[Natural language]
Evaluate the integral β« cbrt(cos x) Β· sin^3(x) dx. The answer is
-(3/4) cos^(4/3)(x) + (3/10) cos^(10/3)(x) + C.
[Lean]
theorem integral_of_cube_root_cos_sin_cube (x : β) :
β« x in Set.Icc 0 x, (cos x)^(1/3 : β) * (sin x)^3 =
- (3/4) * (cos x)^(4/3 : β) + (3/10) * (cos x)^(10/3 : β) + C := by sorry
{"Verdict": "YES", "Explanation": "The NL asks for an indefinite integral, i.e. an antiderivative family with +C. The Lean statement instead uses a definite interval integral and also leaves C free, so it formalizes the wrong concept.", "DetailTags": ["misuse_of_concept"], "NeedsReview": "NO"}
---
FEW-SHOT EXAMPLE (Verdict: NO β the formalization is fine for this category)
[Natural language]
Prove that -(-v) = v for every v β V.
[Lean]
theorem exercise_1_3 {F V : Type*} [AddCommGroup V] [Field F]
[Module F V] {v : V} : -(-v) = v := by sorry
{"Verdict": "NO", "Explanation": "Lean's negation here is exactly the additive inverse from the NL statement, and the theorem states the intended identity directly. There is no definition mismatch.", "DetailTags": [], "NeedsReview": "NO"}
---
Input:
[Natural language]
{{PROBLEM_NL}}
[Lean]
{{LEAN_CODE}}
Return JSON only.
Prompt 6 β quantifier_indexing_mismatch
CATEGORY: quantifier_indexing_mismatch
Definition: Bug in quantifiers, bounds, indexing, or variable scope (off-by-one, wrong range, free vs bound variable).
Allowed DetailTags: quantifier_mismatch, indexing_mismatch, bound_mismatch, variable_mismatch, other
Boundary: Connective issues (β§ vs β) β formalization_error. Missing constraints β specification_error. Wrong types β domain_mismatch.
---
FEW-SHOT EXAMPLE (Verdict: YES β the summation range is off by one)
[Natural language]
The sum β_k binom(n, floor(k/2)) x^k is equal to (1 + x)(1 + x^2)^n.
[Lean]
theorem binomial_sum_equiv_product (n : β) (x : β) :
β k in range (2 * n + 1), (Nat.choose n (k / 2)) * x ^ k = (1 + x) * (1 + x ^ 2) ^ n := by sorry
{"Verdict": "YES", "Explanation": "The right-hand side has degree 2n + 1, so the intended sum includes the k = 2n + 1 term. Lean uses range (2 * n + 1), which runs only from k = 0 to 2n, so the indexing is off by one.", "DetailTags": ["indexing_mismatch"], "NeedsReview": "NO"}
---
FEW-SHOT EXAMPLE (Verdict: NO β the formalization is fine for this category)
[Natural language]
Let n be the smallest positive integer satisfying
n β‘ 2 (mod 3), n β‘ 3 (mod 5), and n β‘ 1 (mod 7).
Then n = 8.
[Lean]
theorem smallest_positive_integer :
(β n : β+, congruence1 n β§ congruence2 n β§ congruence3 n) β§
(β n : β+, congruence1 n β§ congruence2 n β§ congruence3 n β n β₯ 8) β§
(congruence1 8 β§ congruence2 8 β§ congruence3 8) := by sorry
{"Verdict": "NO", "Explanation": "The quantifiers correctly express existence of a positive solution, minimality over all positive solutions, and verification that 8 satisfies the congruences. There is no quantifier or indexing mismatch here.", "DetailTags": [], "NeedsReview": "NO"}
---
Input:
[Natural language]
{{PROBLEM_NL}}
[Lean]
{{LEAN_CODE}}
Return JSON only.