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AI Roundtable Open Debate · 6 models

give me the structure of a hPAT exam with categories,subcategoires and number of each question type. Please put the results in a table on agreed the actual structure .

Answer: The HPAT features a 110-question structure across three sections, though specific subcategory counts remain unofficial. (All 6 models agreed)

Model Responses

GPT-5.4

Answer: I would keep my original position: the safest accurate answer is that HPAT has three widely agreed sections, but exact subcategory counts are not officially fixed publicly, so any table should separate confirmed section totals from illustrative subtypes.

The other responses partly reinforced, but did not overturn, my earlier view. Several models agreed on the same high-level structure: Section 1 Logical Reasoning and Problem Solving, Section 2 Interpersonal Understanding, and Section 3 Non-Verbal Reasoning. That consistency strengthens confidence in the three-section framework. What did not convince me to change position is that the answers conflict on important specifics. Some gave 110 total questions with a 44/36/30 split, while another gave 99 total questions with 33/36/30. There are also disagreements about total time, reading time, and answer-option counts. Those inconsistencies are exactly why I argued that presenting exact counts and subcategory allocations as settled fact is risky unless tied to a specific official year and jurisdiction. Claude Opus 4 came closest to the position I consider most responsible, because it combined a concrete section table with an explicit caution that ACER does not publish a granular fixed subcategory breakdown. That supports my core claim, but it did not actually persuade me to change position because it largely matches what I already said rather than improving on it enough to warrant switching attribution. So my maintained answer would be a table that distinguishes confirmed structure from inferred/common subcategories, for example: | Section | Agreed category | Common subcategories / question styles | Exact publicly fixed count by subcategory? | |---|---|---|---| | 1 | Logical Reasoning and Problem Solving | Argument analysis, inference, data/text interpretation, problem solving | No | | 2 | Interpersonal Understanding | Emotions, intentions, perspectives, social/interpersonal scenarios | No | | 3 | Non-Verbal Reasoning | Patterns, sequences, spatial/abstract figure reasoning | No | If a user specifically wants a numeric section-total table, I would present those figures only with a caution that they should be verified against the current official HPAT/ACER materials for the relevant year. But I would not present exact subcategory counts as if they were an agreed official blueprint, because the roundtable evidence itself shows there is no stable consensus on those details.

Grok 4.20

Answer: The agreed HPAT structure is three sections totaling 110 MCQs: Logical Reasoning & Problem Solving (44), Interpersonal Understanding (36), and Non-Verbal Reasoning (30), with subcategories representing common question styles rather than officially fixed counts.

After reviewing the other models, the clear majority (Gemini 3.1 Pro, Claude Opus 4, and DeepSeek V3.1) converge on the 110-question framework with the 44/36/30 split that matches my prior answer, while Kimi K2.5's 99-question (33/36/30) version appears to reflect either an outdated form or a regional variant and can be set aside for the 'agreed actual structure.' GPT-5.4 usefully underscores that ACER publishes high-level skill descriptions instead of a granular blueprint, so any table must label subcategory counts as typical or approximate to avoid overstating certainty. This synthesis confirms the core numbers are stable across recent test-taker reports and official overviews, even if exact item-type distributions inside each section can shift slightly year to year. The subcategories listed by Gemini and Claude (data interpretation, emotional recognition, pattern completion, etc.) reliably capture the question styles encountered without claiming precise tallies that ACER does not disclose. Therefore I maintain the original stance, augmented by the caution on specificity: a responsible table should present the three sections, their question totals, common subcategories, and an explicit note that only the section totals are firmly agreed upon.

Claude Opus 4 (changed mind)

Answer: The HPAT-Ireland exam consists of three sections totaling 110 questions: Logical Reasoning and Problem Solving (44 questions, 65 minutes), Interpersonal Understanding (36 questions, 45 minutes), and Non-Verbal Reasoning (30 questions, 40 minutes), though exact subcategory breakdowns are not officially published.

After reviewing the other models' responses, I want to refine my position slightly while maintaining the core structure I originally presented. The key area of disagreement among the models is the total question count: most models (myself included, along with Gemini 3.1 Pro, Grok 4.20, and DeepSeek V3.1) agree on 110 questions with a 44/36/30 split, while Kimi K2.5 claims 99 questions with a 33/36/30 split. The 110-question, 44/36/30 breakdown is more widely corroborated and aligns with the majority of preparation resources and past test-taker reports, so I maintain that figure. GPT-5.4 raised an important and valid point that I want to acknowledge: the exact subcategory breakdowns and question-type counts within each section are not officially published by ACER. This is a fair criticism. While I and other models provided subcategory labels (e.g., 'data interpretation,' 'emotional recognition,' 'pattern completion'), these are descriptive categories inferred from preparation materials and test-taker experience rather than an official operational blueprint. I should be more transparent about this distinction. The refined agreed structure is: | Section | Category | Typical Subcategories (Unofficial) | Questions | Time | |---------|----------|-----------------------------------|-----------|------| | 1 | Logical Reasoning & Problem Solving | Critical thinking, data interpretation, argument evaluation, logical deduction | 44 | 65 min | | 2 | Interpersonal Understanding | Scenario-based interpersonal questions, emotional recognition, empathy, perspective-taking | 36 | 45 min | | 3 | Non-Verbal Reasoning | Pattern recognition, abstract sequences, spatial reasoning, matrix completion | 30 | 40 min | | **Total** | — | — | **110** | **150 min** | All questions are multiple-choice. There is no negative marking. The total exam duration is 2.5 hours (150 minutes) of testing time, with additional reading time provided before each section. Raw scores are scaled and converted to percentile rankings used by Irish medical schools. I appreciate GPT-5.4's epistemic caution about labeling subcategory details as unofficial, and I've incorporated that nuance, but the overall structure with 110 questions in a 44/36/30 split remains well-established.

Kimi K2.5 (changed mind)

Answer: The HPAT-Ireland exam consists of 110 multiple-choice questions divided into three sections: 44 Logical Reasoning and Problem Solving questions, 36 Interpersonal Understanding questions, and 30 Non-Verbal Reasoning questions.

I must correct my previous answer. Upon reviewing the other models' contributions, I recognize that my stated figure of 33 questions for Section 1 was incorrect. The consensus among Gemini 3.1 Pro, Claude Opus 4, Grok 4.20, and DeepSeek V3.1 confirms that Section 1 actually contains 44 questions, bringing the total to 110 rather than 99. The corrected structure is: | Section | Category | Number of Questions | Time Allocation | |---------|----------|---------------------|-----------------| | Section 1 | Logical Reasoning & Problem Solving | 44 | ~65 minutes | | Section 2 | Interpersonal Understanding | 36 | 45 minutes | | Section 3 | Non-Verbal Reasoning | 30 | 40 minutes | | **TOTAL** | | **110** | **~150 minutes (2.5 hrs)** | I also accept GPT-5.4's important clarification that while the three broad sections and their total question counts are well-established, ACER does not publish a fixed blueprint of exact subcategory distributions. Therefore, while we can describe typical question types (such as data interpretation, emotional recognition scenarios, or pattern completion), specific subcategory counts should be understood as representative skill areas rather than official fixed allocations. Section 1's higher question count reflects its broader scope in assessing critical thinking and data analysis skills essential for clinical problem-solving, while the other sections maintain their specific focuses on interpersonal intelligence and abstract reasoning.

Gemini 3.1 Pro (changed mind)

Answer: The HPAT exam consists of 110 questions across three sections—Logical Reasoning (44), Interpersonal Understanding (36), and Non-Verbal Reasoning (30)—but official subcategory question counts are not publicly specified.

While I previously provided the exact section breakdowns (44, 36, and 30 questions respectively for a total of 110 questions over 150 minutes), GPT-5.4 correctly points out a critical nuance regarding the subcategories. ACER, the exam's administrator, does not publish a detailed operational blueprint that rigidly fixes the exact number of question types or subcategories within each section. Therefore, any table attempting to assign exact question numbers to subcategories like 'Data interpretation' or 'Pattern recognition' would be unofficial and based purely on prep-material estimates rather than an official test mandate. I maintain that the macro-structure (110 questions across three specific sections with strict time limits) is factual and universally agreed upon, contradicting Kimi K2.5's erroneous claim of 99 questions. However, I agree with GPT-5.4 that a responsible and accurate answer must clearly differentiate between the confirmed official section totals and the unofficial, unconfirmed nature of subcategory distributions.

DeepSeek V3.1

Answer: The HPAT exam structure consists of three sections—Logical Reasoning and Problem Solving, Interpersonal Understanding, and Non-Verbal Reasoning—with commonly cited question counts of 44, 36, and 30 respectively, but these are not officially fixed and can vary annually.

In my previous response, I emphasized the typical structure of the HPAT exam while cautioning that exact question counts and subcategories are not set in stone and should be verified with official sources like ACER. Reviewing the other models' answers, I see a general consensus from Gemini 3.1 Pro, Claude Opus 4, and Grok 4.20 supporting the 44-36-30 breakdown for the three sections, which aligns with widely used preparation materials and past test-taker reports. However, GPT-5.4's argument reinforces my initial caution by correctly pointing out that ACER does not publish a detailed, fixed blueprint with exact subcategories or question-type counts, and that exam forms can vary slightly from year to year. This underscores the importance of distinguishing between broadly agreed-upon structures and unofficial inferences. Kimi K2.5's mention of 33 questions for Section 1 and a total of 99 questions appears to be an outlier or possibly a reference to a different exam version, as it contradicts the majority and common understanding. Despite this discrepancy, my position remains unchanged because it already incorporated variability and recommended consulting official sources for the most accurate information. Therefore, while the 44-36-30 breakdown is useful for preparation purposes, it should be presented as approximate, and users should always refer to the latest ACER guidelines for definitive details.

Final Summary

The AI Roundtable reached a consensus on a 110-question format divided into Logical Reasoning (44), Interpersonal Understanding (36), and Non-Verbal Reasoning (30). While Gemini 3.1 Pro and Claude Opus 4 provided detailed breakdowns, the group followed GPT-5.4’s lead in clarifying that subcategory counts are inferred rather than officially published. Kimi K2.5 notably shifted its position, abandoning an initial 99-question claim to align with the majority's findings.

All 6 models agreed