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ETH exam bench: VIS exams

Problems from ETH Zurich exams with official solutions (VIS Community Solutions), extracted from the PDFs with a vision model, cross-checked by a second model and a tie-break vote, and partly checked by hand. Private, for evaluation only. The exam text and solutions belong to their authors and come from exams.vis.ethz.ch, which requires an ETH login: do not redistribute, and do not train on it.

from datasets import load_dataset
ds = load_dataset("<repo>", "all", split="test")        # configs: all, core-dev-dev, core-dev-test, core-dev
Config Rows Exams Checked by hand
all 9494 321 198
core-dev-dev 176 6 54
core-dev-test 142 4 45
core-dev 318 10 99

all: 9494 rows; open_ended 6724, multiple_choice 1887, true_false 883. Review status: agreed 5226, needs_review 3031, resolved_by_vote 1039, human_fixed 119, human_verified 79. Rows with review_status needs_review were flagged by the checks and not fixed yet; filter on review_status / hand_checked / flags for stricter sets. Every row's subsets lists the named subsets it belongs to (so core-dev rows can also be taken from all).

Subject Exams Rows Checked by hand
Advanced Algorithms 1 11 0
Advanced Systems Lab 10 296 3
Advanced Topics in Communication Networks 1 45 2
Algorithmen und Datenstrukturen 41 952 7
Algorithmen und Wahrscheinlichkeit 6 126 0
Algorithms Probability and Computing 4 50 1
Analysis 35 758 9
Applied Cryptography 2 44 6
Compiler Design 5 288 5
Computer Architecture 9 367 3
Computer Networks 8 557 11
Computer Vision 3 83 9
Concepts of Object-Oriented Programming 10 176 1
Data Management Systems 1 73 1
Data Modelling and Databases 4 207 4
Digital Design and Computer Architecture 24 1000 20
Diskrete Mathematik 1 17 0
Distributed Systems 1 14 1
Formal Foundations of Programming Languages 3 79 0
Formal Methods And Functional Programming 6 49 20
Introduction to Machine Learning 10 481 17
Introduction to Mathematical Optimization 2 46 0
Lineare Algebra 11 248 2
Machine Perception 7 402 5
Mathematische Methoden (komplexe Analysis) 12 164 3
Natural Language Processing 4 98 1
Network Security 12 606 12
Numerical Methods for CS(E) 16 258 18
Numerical Methods for Partial Differential Equations 1 25 0
Optimization for Data Science 1 15 0
Parallele Programmierung 12 293 2
Physik 2 16 0
Probabilistic Artificial Intelligence 8 309 17
Probabilistic Methods in Combinatorics 2 17 0
Program Verification 1 12 1
Rigorous Software Engineering 1 20 1
VLSI 1: HDL based design for FPGAs 2 54 1
Visual Computing 5 344 6
Wahrscheinlichkeit und Statistik 37 894 9

Fields

  • id, subsets, subject, exam, exam_file, year, term, language
  • problem_number, parent_number, problem_title, problem_type (open_ended / multiple_choice / true_false)
  • max_points (null when the exam prints none), context (shared problem text), question (options appended for choice rows)
  • options (label, text), answer_key (correct labels / words; ordered per statement for some rows), solution, rubric, exam_rules, parts (JSON)
  • needs_image, images (figures cropped from the exam by the reviewer)
  • review_status (agreed, resolved_by_vote, needs_review, human_verified, human_fixed), hand_checked, flags
  • exam_pages, solution_pages (1-based pages of the source PDFs)

Processing and review: docs/vis_exams.md and docs/vis_core_subset.md in the eth-exam-bench repo.

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