FORESIGHT · REASONING CHAIN

Foresight

FORESIGHT · REASONING

Strategy Executability in Mathematical Reasoning: Leveraging Human-Model Differences for Effective Guidance

arxiv 2602.22583·pending·no frozen public prediction

No public frozen-prediction row was returned for this paper.

FACTORS

10 rows

EVIDENCE

12 citations

1
Discovery search: GitHub repositories for 2602.22583
Discovery search only; no stored repository citation is available for this paper.
2
Source unavailable: repository releases
Repository release source is unavailable; link is a discovery search.
3
Discovery search: Papers with Code benchmark for 2602.22583
Discovery search, not a stored benchmark citation.
4
Discovery search: Hugging Face datasets
Discovery search, not a stored dataset citation.
5
Discovery search: Papers with Code for 2602.22583
Discovery search only; no stored demo citation is available for this paper.
6
Source unavailable: contributor activity
Repository contributor source is unavailable; link is a discovery search.
7
manifold.markets · unicorn probability
Community unicorn-probability market.
8
Discovery search: Semantic Scholar for 2602.22583
Discovery search, not a stored citation-network record.
9
Discovery search: OpenReview
Discovery search, not a stored peer-review citation.
10
arxiv.org/abs/2602.22583
Paper source PDF.
11
Discovery search: Crunchbase
Discovery search, not a stored founder or Series-A record.
12
Discovery search: LinkedIn
Discovery search, not a stored team-experience citation.

HOW WE GOT

formula fs-v0.4.2

FORMULA

signal_fusion = tanh( Σ w_i · x_i ) · 100

RAW INPUTS · w × x = w·x

factor	w	x	w·x
Public code repository	0.18	0.00	0.000
Beats state-of-the-art	0.14	0.00	0.000
Released dataset	0.12	0.00	0.000
Working public demo	0.11	0.00	0.000
GitHub star velocity	0.10	0.00	0.000
Community unicorn signal	0.09	0.00	0.000
Citation network gravity	0.08	0.00	0.000
Viability composite	0.07	8.00	0.560
Quick-build feasibility	0.06	0.00	0.000
Series-A maturity	0.05	0.00	0.000
Σ → tanh(Σ) · 100	1.00	—	0.560 → 51

ATTESTATION · ED25519

lineage hash unavailable

Use This Via API or MCP

GET /api/v1/foresight/paper/2602.22583v1 returns the full score decomposition, reasoning chain, and frozen prediction (if available).