Classic AI: search, logic & planning· 1962
A machine program for theorem-proving
Branch, propagate, and prune.
On the reading lists
- #159 in the Top 500 (2026 edition)
- #96 of 100 papers to read in your lifetime (2026 edition)
- #7 in Classic AI: search, logic & planning (2026 edition)
Why it matters
Established DPLL-style search, underpinning modern SAT solving.
Condensed from the expert lists' notes.
Inside the paper
- The problem
- A procedure for first-order theorem proving had been described previously, but implementing it on a computer exposed limits in memory and the growth of intermediate formulas. The authors investigate both an implementation and a change to its consistency test.
- The idea
- The program generates quantifier-free instances and tests them for inconsistency. Its revised processor splits on a propositional variable, avoiding the rapid clause growth that occurred with the earlier elimination rule.
- How it works
- The input formula is prepared in conjunctive normal form, with existential quantifiers replaced by function symbols before encoding.
- A generator makes successive substitutions to produce quantifier-free lines, and the processor tests the accumulated clauses for consistency.
- Single-literal and pure-sign rules simplify clauses; when those rules cannot proceed, the processor splits on a chosen variable.
- One branch is saved on tape while the other is explored, and the saved branch is restored if needed to complete the consistency test.
- What it showed
- The program proved examples that had challenged an earlier procedure, but it could not prove the group-theory example within its available storage. The authors trace that failure to the number of instances generated and show that input ordering can substantially change the work required.
- Read it for
- Read the splitting rule and its motivation on page 394, then the results on page 395. The group example on pages 396–397 explains the combinatorial bottleneck; the linked-table implementation on page 395 can be skimmed at first.
Written in our own words from the paper itself. A draft the editors have not yet reviewed.
Reading it
Difficulty: Intermediate
Read this first: propositional logic.
The record
- First released
- 1962 (from OpenAlex)
- Citations
- 3,740 citations, as counted by
Semantic Scholar (non-commercial licence) - Named by
- both expert lists
- Score
- 0.590 · computed rank 159 · consensus 0.83, must-read 1, citations percentile 0.688 (pre-1970 · classic-ai), awards 0, existing lists 0. Method
Editor's notes
- Readability check: pass: DPLL, the core of every SAT solver; short. (AI draft (Claude), not yet reviewed, 2026-10-29)
Data sources
Catalogue data from OpenAlex (CC0), Crossref (CC0 metadata; no abstracts are shown), arXiv, and Papers With Code (CC BY-SA 4.0), and
Semantic Scholar (used under its non-commercial API licence). Each count names its source. See the method.