From 072a816cee46cb4dc0d051aa09d79bbd799f7439 Mon Sep 17 00:00:00 2001
From: wassname <1103714+wassname@users.noreply.github.com>
Date: Tue, 26 May 2026 05:48:49 +0800
Subject: [PATCH] docs: fix hallucinated arxiv links in variants table

AntiPaSTO, EVA, and HRA pointed at unrelated papers (stock prediction,
LLM-vs-lawyer study, 2D Ising model). Replaced with verified IDs.

Co-Authored-By: Claudypoo <claudypoo@noreply.invalid>
---
 README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 16bd5f5..7bb142c 100644
--- a/README.md
+++ b/README.md
@@ -53,11 +53,11 @@ just qwen-probe  # Qwen/Qwen3-0.6B train/save-load probe
 | [PiSSA](https://arxiv.org/abs/2404.02948)     | no        | 63.2%   | 4.59M      | 11.3          |
 | [DoRA](https://arxiv.org/abs/2402.09353)      | no        | 62.4%   | 4.67M      | 11.3          |
 | [DeLoRA](https://arxiv.org/abs/2503.18225)    | yes       | 61.5%   | 4.59M      | 11.3          |
-| [AntiPaSTO](https://arxiv.org/abs/2503.08696) | no        | 61.4%   | 35.8K      | 11.5          |
+| [AntiPaSTO](https://arxiv.org/abs/2601.07473) | no        | 61.4%   | 35.8K      | 11.5          |
 | [IA3-FF](https://arxiv.org/pdf/2205.05638)    | yes       | 61.4%   | 86K        | 11.4          |
-| [EVA](https://arxiv.org/abs/2409.07871)       | no        | 60.3%   | 4.59M      | 11.3          |
+| [EVA](https://arxiv.org/abs/2410.07170)       | no        | 60.3%   | 4.59M      | 11.3          |
 | [IA3](https://arxiv.org/pdf/2205.05638)       | yes       | 60.0%   | 57K        | 11.4          |
-| [HRA](https://arxiv.org/abs/2409.01434)       | yes       | 61.6%   | 1.84M      | 11.3          |
+| [HRA](https://arxiv.org/abs/2405.17484)       | yes       | 61.6%   | 1.84M      | 11.3          |
 
 Params = trainable adapter params. Peak GPU = peak CUDA memory during train+eval (logged from this run onward; older runs predate the column).