Add Fin-RATE publication

app/projects/finrate/page.mdx

@@ -0,0 +1,46 @@
+# Fin-RATE: Financial Analytics and Tracking Evaluation Benchmark for LLMs on SEC Filings
+
+![Overview](./assets/image-20260121002058463.png)
+
+**Fin-RATE** is a real-world benchmark to evaluate large language models (LLMs) on professional-grade reasoning over **U.S. SEC filings**. 
+It targets financial analyst workflows that demand:
+
+- 📄 **Long-context understanding**
+- ⏱️ **Cross-year tracking**
+- 🏢 **Cross-company comparison**
+- 📊 **Structured diagnosis of model failures**
+
+> 📘 [Paper](https://arxiv.org/abs/2602.07294) | 🤗 [Dataset](https://huggingface.co/datasets/JunrongChen2004/Fin-RATE)
+> ⬇️ SEC-based QA benchmark with 7,500 instances + interpretable evaluation.
+
+---
+
+## 🔍 Overview
+
+Fin-RATE includes **three core QA tasks**, modeling real-world financial reasoning:
+
+![Fin-RATE Tasks|scale=0.9](./assets/fig-dataset-overview_01.png)
+
+|  |                                                  |
+| --------- | ------------------------------------------------------------ |
+| **DR-QA** | Detail & Reasoning: fine-grained reasoning within one SEC section |
+| **EC-QA** | Enterprise Comparison: reasoning across peer firms in the same industry/year |
+| **LT-QA** | Longitudinal Tracking: analyzing trends across years for the same firm |
+
+### DR-QA Example
+
+![DR-QA Example|scale=0.6](./assets/fig-eg-DR_01.png)
+
+
+### EC-QA Example
+
+![EC-QA Example|scale=0.6](./assets/fig-eg-EC_01.png)
+
+
+### LT-QA Example
+
+![LT-QA Example|scale=0.6](./assets/fig-eg-LT_01.png)
+
+
+---
+

config/publications.ts

@@ -20,6 +20,19 @@ export interface Publication {
 }
 
 export const publications: Publication[] = [
+  {
+    title: "Fin-RATE: A Real-world Financial Analytics and Tracking Evaluation Benchmark for LLMs on SEC Filings",
+    authors: "Yidong Jiang, Junrong Chen, Eftychia Makri, Jialin Chen, Peiwen Li, Ali Maatouk, Leandros Tassiulas, Eliot Brenner, Bing Xiang, Rex Ying",
+    venue: "KDD 2026",
+    page: "finrate",
+    code: "https://github.com/jyd777/Fin-RATE",
+    paper: "https://arxiv.org/abs/2602.07294",
+    abstract:
+      "Fin-RATE is a benchmark for evaluating LLMs on U.S. Securities and Exchange Commission (SEC) filings, designed to mirror financial analyst workflows. It covers detail-oriented reasoning within individual disclosures, cross-entity comparison under shared financial topics, and longitudinal tracking of the same firm across reporting periods. Experiments on 17 leading LLMs show substantial performance degradation as tasks move beyond single-document reasoning, with accuracy dropping by 18.60% and 14.35% on longitudinal and cross-entity analysis, respectively. These results reveal comparison hallucinations, temporal/entity mismatches, and weaknesses in reasoning quality and factual consistency.",
+    impact:
+      "Fin-RATE provides a diagnostic framework for evaluating LLMs in realistic financial analysis workflows. It reveals that current models struggle with cross-document reasoning, long-context financial tracking, and distinguishing retrieval, generation, reasoning, and context-interpretation errors.",
+    tags: [Tag.Benchmark],
+  },
   {
     title: "Cache What Lasts: Token Retention for Memory-Bounded KV Cache in LLMs",
     authors: "Ngoc Bui, Shubham Sharma, Simran Lamba, Saumitra Mishra, Rex Ying",

mdx-components.tsx

@@ -7,13 +7,14 @@ interface ImageOption {
 }
 
 function MarkDownImage(props: any) {
-    const [title, optionPart] = props.alt.split('|')
+    const { alt = '', style: _style, ...rest } = props
+    const [title, optionPart] = alt.split('|')
     const option: ImageOption = optionPart ? optionPart.split(",").reduce((acc: any, cur: string) => {
         const [key, value] = cur.split("=")
         acc[key] = value
         return acc
     }, {}) : { scale: 1 }
-    const width_scale = 100 * option.scale
+    const width_scale = 100 * Number(option.scale)
     const style = {
         width: `${width_scale}%`,
         height: 'auto',
@@ -25,8 +26,8 @@ function MarkDownImage(props: any) {
             width={0}
             height={0}
             sizes="100vw"
+            {...rest}
             style={style}
-            {...(props as ImageProps)}
         />
         <span className="block mx-auto my-2 text-sm text-slate-600 text-center">{title}</span>
         </>