hpsearch-embed-4b-state-v2

The proof-state query embedder of hpsearch's GPU modes balanced, accurate and best: the query side (LoRA r=16, merged) of its base, trained so that a proof state, optionally followed by an English description of the next step, lands next to the base's vectors of the premises the next tactic uses (documents keep the base's vectors; pairs_with names it). Full softmax over all premise vectors.

Training data

Public training splits only:

• LeanDojo Benchmark 4 (v10) random/train: each traced tactic's state paired with the premises it uses;
• LeanStateSearch (ruc-ai4math/mathlib_handler_benchmark_410) random/train, the same way. For part of the states, a one-to-three-sentence English description of the next step (written by an LLM from the state and the tactic) follows the state, as in Lean Finder's "augmented" proof states.

Decontamination (strict): a state is dropped when its theorem is in a held-out split or is the theorem of any evaluation query, when its text equals any evaluation query, or when its goal equals the goal of any proof-state evaluation query; a premise is dropped when its name or statement is a gold of any evaluation (MathlibQR/MPR, Lean Finder, LeanStateSearch, TBPS, TheoremSearch, MIRB, LeanDojo, hpsearch's own); such premises are also left out of the contrastive softmax. Kept: 147,412 states (89,719 LeanDojo, 57,693 LeanStateSearch), 89,298 premises.