Update Automated MNLP evaluation report (2026-05-27)

EVAL_REPORT.md

@@ -2,7 +2,7 @@
 
 - **Model repo:** [`cs-552-2026-baseline/general_knowledge_model`](https://huggingface.co/cs-552-2026-baseline/general_knowledge_model)
 - **Owner(s):** group **baseline**
-- **Generated at:** 2026-05-24T16:13:44+00:00 (UTC)
+- **Generated at:** 2026-05-27T13:02:22+00:00 (UTC)
 - **Pipeline:** [mnlp-project-ci](https://github.com/eric11eca/mnlp-project-ci)
 
 _This PR is opened automatically by the course CI. It is **non-blocking** — you do not need to merge it. The next nightly run will refresh this file._
@@ -12,7 +12,7 @@ _This PR is opened automatically by the course CI. It is **non-blocking** — yo
 | Benchmark | Accuracy | Status |
 |---|---:|---|
 | Math | — | not run |
-| Knowledge | 0.2500 | ok |
+| Knowledge | 0.2700 | ok |
 | Multilingual | — | not run |
 | Safety | — | not run |
 
@@ -24,111 +24,72 @@ _Prompts are intentionally omitted to avoid revealing benchmark contents. For mu
 
 **Correct** (1 shown)
 
-- **reference**: `B`
+- **reference**: `I`
 - **overall** (1/1 completions correct)
-- **extracted** (✓): `B`
+- **extracted** (✓): `I`
 - **completion**:
 
     ```text
     <think>
-    Okay, let's try to figure out which investment is wiser for Mr. James. So, he's in the 50% income tax bracket. He has two options: corporate bonds paying 8% interest or municipal bonds paying 4.5% interest. The question is asking which one is better.
+    Okay, let's try to figure out this credit term question. The term given is (7/10) EOM. I need to understand what this means. 
     
-    First, I remember that corporate bonds are generally taxed at the corporate tax rate, and then the interest income is also taxed at the indi
+    First, I remember that credit terms like 7/10 EOM are commonly used in business. The format is usually something like (discount percentage)/days allowed, followed by the EOM. So, the 7/10 part would mean a 7% discount if paid within 10 days of the end of the month.
     
-    ... [truncated 713 chars] ...
+    ... [truncated 823 chars] ...
     
-    ter. Therefore, the answer should be municipal bonds. Let me check the choices again. Choice B is municipal bonds. So the answer is B.
-    </think>
+    r the end of the month"  
+      ✗ Incorrect. The discount is 7%, not 10%.
     
-    To determine which investment is wiser for Mr. James, we need to compare the net returns of the two options, considering the tax implications.
+    - **F.** "A customer may deduct 7% of the amount of the invoice if payment is made on the tenth day of the month"  
+      ✗ Incorrect. The discount is not available on the 10th day of the month, but 10 days after the end of the month.
     
-    ---
-    
-    ### Key Information:
-    
-    - **Mr. James is in the 50% income tax bracket.**
-    - **Corporate bonds** pay **8% interest**.
-    - **Municipal bonds** pay **4.5% interest** and are **tax-exempt**.
+    - **G.** "A customer may deduct 10% of the amount of the invoice if payment is made no later than the seventh day of the month"  
+      ✗ Incorrect. The discount is 7%, not 10%.
     
-    ---
-    
-    ### Step-by-Step Analysis:
+    - **H.** "A customer must pay the full amount of the invoice within 7 days of the end of the month"  
+      ✗ Incorrect. This is not a credit term. The full payment is not required unless the discount is not taken.
     
-    1. **Corporate Bonds:**
-       - The **interest income** is taxed at 50%.
-       - Net return = 8% × (1 - 0.50) = 4%.
-       - So, the net return after taxes is **4%**.
+    - **I.** "A customer may deduct 7% of the amount of the invoice if payment is made no later than the tenth day after the end of the month"  
+      ✅ **Correct.** This directly matches the meaning of the term **(7/10) EOM**, where the **7% discount is available within 10 days of the end of the month**.
     
-    2. **Municipal Bonds:**
-       - The **interest income** is **tax-exempt**.
-       - Net return = 4.5% (since no taxes are paid on this income).
-       - So, the net return is **4.5%**.
-    
-    ---
-    
-    ### Conclusion:
-    
-    Although corporate bonds offer a slightly higher interest rate (8% vs. 4.5%), the **tax implications** reduce the net return significantly for corporate bonds. In contrast, **municipal bonds** provide a **tax-free return** of 4.5%, which is higher than the 4% after taxes from corporate bonds.
+    - **J.** "A customer may deduct 10% of the amount of the invoice if payment is made within 7 days of receiving the invoice"  
+      ✗ Incorrect. The discount is 7%, not 10%.
     
     ---
     
     ### Final Answer:
     
     $$
-    \boxed{B}
+    \boxed{I}
     $$
     ```
 
 **Incorrect** (1 shown)
 
-- **reference**: `C`
+- **reference**: `A`
 - **overall** (0/1 completions correct)
 - **extracted** (✗): `<no answer>`
 - **completion**:
 
     ```text
     <think>
-    Okay, let's try to figure out this problem. So, we have water flowing through a pipe with some given parameters, and we need to find the heat transfer coefficient using Sieder and Tate's formula and Hausen's formula. The options are given, but I need to work through it step by step.
-    
-    First, let me recall what I know about forced convection and heat transfer coefficients. The basic formula
-    
-    ... [truncated 822 chars] ...
-    
-    mula is:
-    
-    Nu = 0.023 * Re^0.8 * Pr^0.33
-    
-    But this is the same. Therefore, the answer is the same. But since the options are different, I must have made a mistake.
-    
-    Wait, maybe the Sieder and Tate formula is:
-    
-    Nu = 0.023 * Re^0.8 * Pr^0.33
-    
-    But Hausen's formula is:
-    
-    Nu = 0.023 * Re^0.8 * Pr^0.33
-    
-    But that's the same. Therefore, the answer is the same. But the options are different. Therefore, I need to check the problem again.
-    
-    Wait, the problem says that the flow is laminar. So, the Nusselt number is given by the Sieder-Tate formula. Let me try to calculate the value step by step.
-    
-    First, calculate the Reynolds number. The Reynolds number is Re = (v * D * N) / μ, where v is the velocity, D is the diameter, N is the number of Reynolds, and μ is the dynamic viscosity. Wait, no, Re = (v * D) / ν, where ν is the kinematic viscosity.
+    Okay, let's try to figure out this Cope rearrangement problem. So, the question is about determining the major products of two reactions: one is a Cope rearrangement involving a 1,5-diene and some reagents, and the other is a heat-induced rearrangement of a compound. The choices are A, B, C, D, and I need to pick the correct one.
     
-    But I need to find the velocity first. The volume flow rate Q is given by Q = A * v, where A is the cross-sectional area of the pipe.
+    First, let me recall what a Cope rearrangement is. From wha
     
-    Given:
+    ... [truncated 823 chars] ...
     
-    - Diameter D = 0.0492 ft
+    ent, and the reaction is with BuLi and H+, maybe the reaction is a Grignard reaction. For example, if the substituent is a 1,2-diene, then the base (BuLi) might deprotonate the carbon adjacent to the double bond, forming a Grignard reagent, which then reacts with H+ to form a carbonyl. But I'm not sure.
     
-    - Length L = 3.28 ft
+    Alternatively, maybe the reaction is a hydroboration-oxidation, but that would require a different set of reagents.
     
-    - Flow rate Q = 1.27 ft³/hr
+    Alternatively, maybe the reaction is a Cope rearrangement. But the starting material is a 1,2-diene. Wait, the Cope rearrangement typically involves a 1,5-diene, so maybe the starting material is a 1,5-diene, but the structure given is different. 
     
-    So, the cross-sectional area A = π * (D/2)^2 = π * (0.0492/2)^2.
+    Alternatively, maybe the reaction is a cyclopropane formation. Wait, but the question says that the Cope rearrangement involves a 1,5-diene. 
     
-    First, calculate the cross-sectional area:
+    Alternatively, maybe the reaction is a Diels-Alder reaction, but that's not mentioned here.
     
-    D/2 = 0.0246 ft
+    Alternatively, maybe the reaction is a nucleophilic substitution where the base deprotonates a carbon, leading to a carbonyl group. For example, if the substituent is a 1,2-diene, then the deprotonation might occur at the carbon adjacent to the double bond, leading to a carbonyl group. 
     
-    A = π * (0.
+    But
     ```