Spaces:

gtfintechlab
/

FLaME

Running

App Files Files Community

Glenn Matlin commited on Mar 10, 2025

Commit

f58c274

1 Parent(s): 74e4d0c

flame

Browse files

Files changed (3) hide show

README.md +74 -15
index.html +85 -257
static/css/index.css +6 -0

README.md CHANGED Viewed

@@ -1,26 +1,85 @@
 ---
-title: Evals
-emoji: 🧠
-colorFrom: yellow
-colorTo: indigo
 sdk: static
 pinned: false
-license: cc-by-nc-4.0
 ---
-# Nerfies
-This is the repository that contains source code for the [Nerfies website](https://nerfies.github.io).
-If you find Nerfies useful for your work please cite:
 ```
-@article{park2021nerfies
-  author    = {Park, Keunhong and Sinha, Utkarsh and Barron, Jonathan T. and Bouaziz, Sofien and Goldman, Dan B and Seitz, Steven M. and Martin-Brualla, Ricardo},
-  title     = {Nerfies: Deformable Neural Radiance Fields},
-  journal   = {ICCV},
-  year      = {2021},
 }
 ```
-# Website License
-<a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" /></a><br />This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/">Creative Commons Attribution-ShareAlike 4.0 International License</a>.

 ---
+title: FLaME - Financial Language Model Evaluation
+emoji: 📊
+colorFrom: blue
+colorTo: orange
 sdk: static
 pinned: false
+license: cc-by-sa-4.0
 ---
+# FLaME: Holistic Financial Language Model Evaluation
+Website for the FLaME research project showcasing our benchmarking suite for evaluating language models on financial NLP tasks.
+## Local Development
+To serve the website locally, run:
+```bash
+python -m http.server 8000
+```
+Then open your browser to http://localhost:8000
+## Deploying to HuggingFace Spaces
+1. Create a new Space on HuggingFace:
+   - Visit https://huggingface.co/spaces
+   - Click "Create new Space"
+   - Choose a name for your space (e.g., "flame-benchmark")
+   - Select "Static" as the Space SDK
+   - Set visibility as desired (public/private)
+2. Push your code to the Space:
+   ```bash
+   # Initialize git if not already done
+   git init
+   # Add the HuggingFace Space as a remote
+   git remote add space https://huggingface.co/spaces/YOUR_USERNAME/YOUR_SPACE_NAME
+   # Add and commit your files
+   git add .
+   git commit -m "Initial commit"
+   # Push to HuggingFace Spaces
+   git push space main
+   ```
+3. Your website will be deployed at: https://huggingface.co/spaces/YOUR_USERNAME/YOUR_SPACE_NAME
+## Required Updates Before Deployment
+1. **Convert PDF figures to web-friendly formats**:
+   - Convert `content/figures/fig_overview_tech.pdf` to JPG or PNG
+   - Place in `static/images/` folder
+   - Update the image src in `index.html`
+2. **Update author information**:
+   - Replace placeholder author names with actual authors
+   - Add correct affiliations
+3. **Add links**:
+   - Update the Paper link to point to your actual PDF
+   - Add GitHub repository link if available
+   - Add arXiv link when available
+   - Add dataset link if applicable
+4. **Update BibTeX**:
+   - Add the correct citation information
+## Citation
+If you find FLaME useful for your work please cite:
 ```
+@article{flame2025,
+  author    = {Authors},
+  title     = {FLaME: Holistic Financial Language Model Evaluation},
+  journal   = {ACL},
+  year      = {2025},
 }
 ```
+## Website License
+<a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://i.creativecommons.org/l/by-sa/4.0/88x31.png" /></a><br />This website is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/">Creative Commons Attribution-ShareAlike 4.0 International License</a>.

index.html CHANGED Viewed

@@ -3,10 +3,10 @@
 <head>
   <meta charset="utf-8">
   <meta name="description"
-        content="Deformable Neural Radiance Fields creates free-viewpoint portraits (nerfies) from casually captured videos.">
-  <meta name="keywords" content="Nerfies, D-NeRF, NeRF">
   <meta name="viewport" content="width=device-width, initial-scale=1">
-  <title>Nerfies: Deformable Neural Radiance Fields</title>
   <link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro"
         rel="stylesheet">
@@ -33,39 +33,31 @@
     <div class="container is-max-desktop">
       <div class="columns is-centered">
         <div class="column has-text-centered">
-          <h1 class="title is-1 publication-title">Nerfies: Deformable Neural Radiance Fields</h1>
           <div class="is-size-5 publication-authors">
             <span class="author-block">
-              <a href="https://keunhong.com" target="_blank">Keunhong Park</a><sup>1</sup>,</span>
             <span class="author-block">
-              <a href="https://utkarshsinha.com" target="_blank">Utkarsh Sinha</a><sup>2</sup>,</span>
             <span class="author-block">
-              <a href="https://jonbarron.info" target="_blank">Jonathan T. Barron</a><sup>2</sup>,
             </span>
             <span class="author-block">
-              <a href="http://sofienbouaziz.com" target="_blank">Sofien Bouaziz</a><sup>2</sup>,
-            </span>
-            <span class="author-block">
-              <a href="https://www.danbgoldman.com" target="_blank">Dan B Goldman</a><sup>2</sup>,
-            </span>
-            <span class="author-block">
-              <a href="https://homes.cs.washington.edu/~seitz/" target="_blank">Steven M. Seitz</a><sup>1,2</sup>,
-            </span>
-            <span class="author-block">
-              <a href="http://www.ricardomartinbrualla.com" target="_blank">Ricardo Martin-Brualla</a><sup>2</sup>
             </span>
           </div>
           <div class="is-size-5 publication-authors">
-            <span class="author-block"><sup>1</sup>University of Washington,</span>
-            <span class="author-block"><sup>2</sup>Google Research</span>
           </div>
           <div class="column has-text-centered">
             <div class="publication-links">
               <!-- PDF Link. -->
               <span class="link-block">
-                <a href="https://arxiv.org/pdf/2011.12948" target="_blank"
                    class="external-link button is-normal is-rounded is-dark">
                   <span class="icon">
                       <i class="fas fa-file-pdf"></i>
@@ -73,8 +65,9 @@
                   <span>Paper</span>
                 </a>
               </span>
               <span class="link-block">
-                <a href="https://arxiv.org/abs/2011.12948" target="_blank"
                    class="external-link button is-normal is-rounded is-dark">
                   <span class="icon">
                       <i class="ai ai-arxiv"></i>
@@ -82,19 +75,9 @@
                   <span>arXiv</span>
                 </a>
               </span>
-              <!-- Video Link. -->
-              <span class="link-block">
-                <a href="https://www.youtube.com/watch?v=MrKrnHhk8IA" target="_blank"
-                   class="external-link button is-normal is-rounded is-dark">
-                  <span class="icon">
-                      <i class="fab fa-youtube"></i>
-                  </span>
-                  <span>Video</span>
-                </a>
-              </span>
               <!-- Code Link. -->
               <span class="link-block">
-                <a href="https://github.com/google/nerfies" target="_blank"
                    class="external-link button is-normal is-rounded is-dark">
                   <span class="icon">
                       <i class="fab fa-github"></i>
@@ -104,7 +87,7 @@
               </span>
               <!-- Dataset Link. -->
               <span class="link-block">
-                <a href="https://github.com/google/nerfies/releases/tag/0.1" target="_blank"
                    class="external-link button is-normal is-rounded is-dark">
                   <span class="icon">
                       <i class="far fa-images"></i>
@@ -123,78 +106,20 @@
 <section class="hero teaser">
   <div class="container is-max-desktop">
     <div class="hero-body">
-      <video id="teaser" autoplay muted loop playsinline height="100%">
-        <source src="./static/videos/teaser.mp4"
-                type="video/mp4">
-      </video>
-      <h2 class="subtitle has-text-centered">
-        <span class="dnerf">Nerfies</span> turns selfie videos from your phone into
-        free-viewpoint
-        portraits.
-      </h2>
-    </div>
-  </div>
-</section>
-<section class="hero is-light is-small">
-  <div class="hero-body">
-    <div class="container">
-      <div id="results-carousel" class="carousel results-carousel">
-        <div class="item item-steve">
-          <video poster="" id="steve" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/steve.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-chair-tp">
-          <video poster="" id="chair-tp" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/chair-tp.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-shiba">
-          <video poster="" id="shiba" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/shiba.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-fullbody">
-          <video poster="" id="fullbody" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/fullbody.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-blueshirt">
-          <video poster="" id="blueshirt" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/blueshirt.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-mask">
-          <video poster="" id="mask" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/mask.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-coffee">
-          <video poster="" id="coffee" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/coffee.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-toby">
-          <video poster="" id="toby" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/toby2.mp4"
-                    type="video/mp4">
-          </video>
         </div>
       </div>
     </div>
   </div>
 </section>
 <section class="section">
   <div class="container is-max-desktop">
     <!-- Abstract. -->
@@ -203,210 +128,120 @@
         <h2 class="title is-3">Abstract</h2>
         <div class="content has-text-justified">
           <p>
-            We present the first method capable of photorealistically reconstructing a non-rigidly
-            deforming scene using photos/videos captured casually from mobile phones.
-          </p>
-          <p>
-            Our approach augments neural radiance fields
-            (NeRF) by optimizing an
-            additional continuous volumetric deformation field that warps each observed point into a
-            canonical 5D NeRF.
-            We observe that these NeRF-like deformation fields are prone to local minima, and
-            propose a coarse-to-fine optimization method for coordinate-based models that allows for
-            more robust optimization.
-            By adapting principles from geometry processing and physical simulation to NeRF-like
-            models, we propose an elastic regularization of the deformation field that further
-            improves robustness.
           </p>
           <p>
-            We show that <span class="dnerf">Nerfies</span> can turn casually captured selfie
-            photos/videos into deformable NeRF
-            models that allow for photorealistic renderings of the subject from arbitrary
-            viewpoints, which we dub <i>"nerfies"</i>. We evaluate our method by collecting data
-            using a
-            rig with two mobile phones that take time-synchronized photos, yielding train/validation
-            images of the same pose at different viewpoints. We show that our method faithfully
-            reconstructs non-rigidly deforming scenes and reproduces unseen views with high
-            fidelity.
           </p>
         </div>
       </div>
     </div>
     <!--/ Abstract. -->
-    <!-- Paper video. -->
     <div class="columns is-centered has-text-centered">
       <div class="column is-four-fifths">
-        <h2 class="title is-3">Video</h2>
-        <div class="publication-video">
-          <iframe src="https://www.youtube.com/embed/MrKrnHhk8IA?rel=0&amp;showinfo=0"
-                  frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>
         </div>
       </div>
     </div>
-    <!--/ Paper video. -->
-  </div>
-</section>
-<section class="section">
-  <div class="container is-max-desktop">
-    <div class="columns is-centered">
-      <!-- Visual Effects. -->
-      <div class="column">
-        <div class="content">
-          <h2 class="title is-3">Visual Effects</h2>
           <p>
-            Using <i>nerfies</i> you can create fun visual effects. This Dolly zoom effect
-            would be impossible without nerfies since it would require going through a wall.
           </p>
-          <video id="dollyzoom" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/dollyzoom-stacked.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-      </div>
-      <!--/ Visual Effects. -->
-      <!-- Matting. -->
-      <div class="column">
-        <h2 class="title is-3">Matting</h2>
-        <div class="columns is-centered">
-          <div class="column content">
-            <p>
-              As a byproduct of our method, we can also solve the matting problem by ignoring
-              samples that fall outside of a bounding box during rendering.
-            </p>
-            <video id="matting-video" controls playsinline height="100%">
-              <source src="./static/videos/matting.mp4"
-                      type="video/mp4">
-            </video>
-          </div>
         </div>
       </div>
     </div>
-    <!--/ Matting. -->
-    <!-- Animation. -->
     <div class="columns is-centered">
       <div class="column is-full-width">
-        <h2 class="title is-3">Animation</h2>
-        <!-- Interpolating. -->
-        <h3 class="title is-4">Interpolating states</h3>
         <div class="content has-text-justified">
           <p>
-            We can also animate the scene by interpolating the deformation latent codes of two input
-            frames. Use the slider here to linearly interpolate between the left frame and the right
-            frame.
           </p>
-        </div>
-        <div class="columns is-vcentered interpolation-panel">
-          <div class="column is-3 has-text-centered">
-            <img src="./static/images/interpolate_start.jpg"
-                 class="interpolation-image"
-                 alt="Interpolate start reference image."/>
-            <p>Start Frame</p>
-          </div>
-          <div class="column interpolation-video-column">
-            <div id="interpolation-image-wrapper">
-              Loading...
-            </div>
-            <input class="slider is-fullwidth is-large is-info"
-                   id="interpolation-slider"
-                   step="1" min="0" max="100" value="0" type="range">
-          </div>
-          <div class="column is-3 has-text-centered">
-            <img src="./static/images/interpolate_end.jpg"
-                 class="interpolation-image"
-                 alt="Interpolation end reference image."/>
-            <p class="is-bold">End Frame</p>
-          </div>
-        </div>
-        <br/>
-        <!--/ Interpolating. -->
-        <!-- Re-rendering. -->
-        <h3 class="title is-4">Re-rendering the input video</h3>
-        <div class="content has-text-justified">
           <p>
-            Using <span class="dnerf">Nerfies</span>, you can re-render a video from a novel
-            viewpoint such as a stabilized camera by playing back the training deformations.
           </p>
         </div>
-        <div class="content has-text-centered">
-          <video id="replay-video"
-                 controls
-                 muted
-                 preload
-                 playsinline
-                 width="75%">
-            <source src="./static/videos/replay.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <!--/ Re-rendering. -->
       </div>
     </div>
-    <!--/ Animation. -->
-    <!-- Concurrent Work. -->
     <div class="columns is-centered">
       <div class="column is-full-width">
-        <h2 class="title is-3">Related Links</h2>
         <div class="content has-text-justified">
           <p>
-            There's a lot of excellent work that was introduced around the same time as ours.
-          </p>
-          <p>
-            <a href="https://arxiv.org/abs/2104.09125" target="_blank">Progressive Encoding for Neural Optimization</a> introduces an idea similar to our windowed position encoding for coarse-to-fine optimization.
-          </p>
-          <p>
-            <a href="https://www.albertpumarola.com/research/D-NeRF/index.html" target="_blank">D-NeRF</a> and <a href="https://gvv.mpi-inf.mpg.de/projects/nonrigid_nerf/" target="_blank">NR-NeRF</a>
-            both use deformation fields to model non-rigid scenes.
-          </p>
-          <p>
-            Some works model videos with a NeRF by directly modulating the density, such as <a href="https://video-nerf.github.io/" target="_blank">Video-NeRF</a>, <a href="https://www.cs.cornell.edu/~zl548/NSFF/" target="_blank">NSFF</a>, and <a href="https://neural-3d-video.github.io/" target="_blank">DyNeRF</a>
-          </p>
-          <p>
-            There are probably many more by the time you are reading this. Check out <a href="https://dellaert.github.io/NeRF/" target="_blank">Frank Dellart's survey on recent NeRF papers</a>, and <a href="https://github.com/yenchenlin/awesome-NeRF" target="_blank">Yen-Chen Lin's curated list of NeRF papers</a>.
           </p>
         </div>
       </div>
     </div>
-    <!--/ Concurrent Work. -->
   </div>
 </section>
 <section class="section" id="BibTeX">
   <div class="container is-max-desktop content">
     <h2 class="title">BibTeX</h2>
-    <pre><code>@article{park2021nerfies,
-  author    = {Park, Keunhong and Sinha, Utkarsh and Barron, Jonathan T. and Bouaziz, Sofien and Goldman, Dan B and Seitz, Steven M. and Martin-Brualla, Ricardo},
-  title     = {Nerfies: Deformable Neural Radiance Fields},
-  journal   = {ICCV},
-  year      = {2021},
 }</code></pre>
   </div>
 </section>
 <footer class="footer">
   <div class="container">
     <div class="content has-text-centered">
       <a class="icon-link" target="_blank"
-         href="./static/videos/nerfies_paper.pdf">
         <i class="fas fa-file-pdf"></i>
       </a>
-      <a class="icon-link" href="https://github.com/keunhong" target="_blank" class="external-link" disabled>
         <i class="fab fa-github"></i>
       </a>
     </div>
@@ -415,16 +250,9 @@
         <div class="content">
           <p>
             This website is licensed under a <a rel="license" target="_blank"
-                                                href="http://creativecommons.org/licenses/by-sa/4.0/">Creative
             Commons Attribution-ShareAlike 4.0 International License</a>.
           </p>
-          <p>
-            This means you are free to borrow the <a target="_blank"
-              href="https://github.com/nerfies/nerfies.github.io">source code</a> of this website,
-            we just ask that you link back to this page in the footer.
-            Please remember to remove the analytics code included in the header of the website which
-            you do not want on your website.
-          </p>
         </div>
       </div>
     </div>
@@ -432,4 +260,4 @@
 </footer>
 </body>
-</html>

 <head>
   <meta charset="utf-8">
   <meta name="description"
+        content="FLaME: Holistic Financial Language Model Evaluation - A comprehensive benchmarking suite for evaluating language models on financial NLP tasks.">
+  <meta name="keywords" content="FLaME, Finance, Language Models, NLP, Benchmarking, FinNLP">
   <meta name="viewport" content="width=device-width, initial-scale=1">
+  <title>FLaME: Holistic Financial Language Model Evaluation</title>
   <link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro"
         rel="stylesheet">
     <div class="container is-max-desktop">
       <div class="columns is-centered">
         <div class="column has-text-centered">
+          <h1 class="title is-1 publication-title">FLaME: Holistic Financial Language Model Evaluation</h1>
           <div class="is-size-5 publication-authors">
+            <!-- Authors go here - will need to be updated with your actual author list -->
             <span class="author-block">
+              <a href="#" target="_blank">Author 1</a><sup>1</sup>,</span>
             <span class="author-block">
+              <a href="#" target="_blank">Author 2</a><sup>2</sup>,</span>
             <span class="author-block">
+              <a href="#" target="_blank">Author 3</a><sup>1</sup>,
             </span>
             <span class="author-block">
+              <a href="#" target="_blank">Author 4</a><sup>2</sup>,
             </span>
           </div>
           <div class="is-size-5 publication-authors">
+            <span class="author-block"><sup>1</sup>Institution 1,</span>
+            <span class="author-block"><sup>2</sup>Institution 2</span>
           </div>
           <div class="column has-text-centered">
             <div class="publication-links">
               <!-- PDF Link. -->
               <span class="link-block">
+                <a href="FLaME/FLaME__ACL_AAR_Feb_2025_.pdf" target="_blank"
                    class="external-link button is-normal is-rounded is-dark">
                   <span class="icon">
                       <i class="fas fa-file-pdf"></i>
                   <span>Paper</span>
                 </a>
               </span>
+              <!-- ArXiv Link - update with your actual arXiv link when available -->
               <span class="link-block">
+                <a href="#" target="_blank"
                    class="external-link button is-normal is-rounded is-dark">
                   <span class="icon">
                       <i class="ai ai-arxiv"></i>
                   <span>arXiv</span>
                 </a>
               </span>
               <!-- Code Link. -->
               <span class="link-block">
+                <a href="#" target="_blank"
                    class="external-link button is-normal is-rounded is-dark">
                   <span class="icon">
                       <i class="fab fa-github"></i>
               </span>
               <!-- Dataset Link. -->
               <span class="link-block">
+                <a href="#" target="_blank"
                    class="external-link button is-normal is-rounded is-dark">
                   <span class="icon">
                       <i class="far fa-images"></i>
 <section class="hero teaser">
   <div class="container is-max-desktop">
     <div class="hero-body">
+      <!-- Note: Replace with a JPG/PNG version of your figure -->
+      <div class="has-text-centered">
+        <div class="box has-background-light">
+          <p class="is-italic">Your technical overview figure will appear here</p>
+          <p class="is-size-7 mt-2">Note: Convert fig_overview_tech.pdf to JPG/PNG and place it in the static/images folder</p>
         </div>
       </div>
+      <h2 class="subtitle has-text-centered">
+        <span class="flame">FLaME</span> is the first comprehensive benchmarking suite for evaluating language models on financial NLP tasks.
+      </h2>
     </div>
   </div>
 </section>
 <section class="section">
   <div class="container is-max-desktop">
     <!-- Abstract. -->
         <h2 class="title is-3">Abstract</h2>
         <div class="content has-text-justified">
           <p>
+            Language Models (LMs) have demonstrated impressive capabilities with core Natural Language Processing (NLP) tasks. The effectiveness of LMs for highly specialized knowledge-intensive tasks in finance remains difficult to assess due to major gaps in the methodologies of existing evaluation frameworks, which have caused an erroneous belief in a far lower bound of LMs' performance on common Finance NLP (FinNLP) tasks.
           </p>
           <p>
+            To demonstrate the potential of LMs for these FinNLP tasks, we present the first <strong>Holistic</strong> benchmarking suite for <strong>Financial Language Model Evaluation</strong> (FLaME). We are the first research paper to comprehensively study LMs against 'reasoning-reinforced' LMs, with an empirical study of foundation LMs over core NLP tasks in finance. We open-source our framework software along with all data and results.
           </p>
         </div>
       </div>
     </div>
     <!--/ Abstract. -->
+    <!-- Key Findings -->
     <div class="columns is-centered has-text-centered">
       <div class="column is-four-fifths">
+        <h2 class="title is-3">Key Findings</h2>
+        <div class="content has-text-justified">
+          <p>
+            Our research reveals important insights about language model performance on financial tasks:
+          </p>
+          <ul>
+            <li>We conducted a comprehensive evaluation of language models across multiple financial NLP tasks</li>
+            <li>We identified gaps in existing evaluation frameworks that led to underestimating LM performance</li>
+            <li>Our methodology provides a more accurate assessment of LM capabilities in the financial domain</li>
+            <li>We found that with proper evaluation, LMs demonstrate significantly higher performance on FinNLP tasks than previously thought</li>
+          </ul>
         </div>
       </div>
     </div>
+    <!--/ Key Findings -->
+    <!-- Methodology -->
+    <div class="columns is-centered has-text-centered">
+      <div class="column is-four-fifths">
+        <h2 class="title is-3">Methodology</h2>
+        <div class="content has-text-justified">
           <p>
+            Our methodological framework consists of:
+          </p>
+          <ul>
+            <li>A comprehensive taxonomy of financial NLP tasks</li>
+            <li>Carefully selected datasets covering various financial domains</li>
+            <li>Evaluation of multiple foundation language models</li>
+            <li>Comparison between standard LMs and reasoning-reinforced LMs</li>
+            <li>Rigorous benchmarking protocols to ensure fair comparison</li>
+          </ul>
+          <p>
+            We provide detailed documentation of our methodology to ensure reproducibility and facilitate future research in this area.
           </p>
         </div>
       </div>
     </div>
+    <!--/ Methodology -->
+  </div>
+</section>
+<section class="section">
+  <div class="container is-max-desktop">
+    <!-- Results -->
     <div class="columns is-centered">
       <div class="column is-full-width">
+        <h2 class="title is-3">Results</h2>
         <div class="content has-text-justified">
           <p>
+            Our comprehensive evaluation provides valuable insights into the performance of language models on financial NLP tasks. The results highlight the importance of proper evaluation methodologies and demonstrate that language models have significant potential for specialized financial applications.
           </p>
           <p>
+            For detailed results, please refer to our paper. We provide full results and analysis in the accompanying documentation.
           </p>
         </div>
       </div>
     </div>
+    <!--/ Results -->
+    <!-- Contributions -->
     <div class="columns is-centered">
       <div class="column is-full-width">
+        <h2 class="title is-3">Contributions</h2>
         <div class="content has-text-justified">
           <p>
+            Our work makes several key contributions to the field:
           </p>
+          <ul>
+            <li>The first holistic benchmarking suite specifically designed for financial language model evaluation</li>
+            <li>A comprehensive taxonomy of financial NLP tasks</li>
+            <li>Empirical evidence challenging existing assumptions about LM performance on financial tasks</li>
+            <li>An open-source framework for evaluating language models on financial NLP tasks</li>
+            <li>A thorough comparison of standard and reasoning-reinforced language models</li>
+          </ul>
         </div>
       </div>
     </div>
+    <!--/ Contributions -->
   </div>
 </section>
 <section class="section" id="BibTeX">
   <div class="container is-max-desktop content">
     <h2 class="title">BibTeX</h2>
+    <pre><code>@article{flame2025,
+  author    = {Authors},
+  title     = {FLaME: Holistic Financial Language Model Evaluation},
+  journal   = {ACL},
+  year      = {2025},
 }</code></pre>
   </div>
 </section>
 <footer class="footer">
   <div class="container">
     <div class="content has-text-centered">
       <a class="icon-link" target="_blank"
+         href="FLaME/FLaME__ACL_AAR_Feb_2025_.pdf">
         <i class="fas fa-file-pdf"></i>
       </a>
+      <a class="icon-link" href="#" target="_blank" class="external-link" disabled>
         <i class="fab fa-github"></i>
       </a>
     </div>
         <div class="content">
           <p>
             This website is licensed under a <a rel="license" target="_blank"
+                                              href="http://creativecommons.org/licenses/by-sa/4.0/">Creative
             Commons Attribution-ShareAlike 4.0 International License</a>.
           </p>
         </div>
       </div>
     </div>
 </footer>
 </body>
+</html>

static/css/index.css CHANGED Viewed

@@ -17,6 +17,12 @@ body {
   font-variant: small-caps;
 }
 .teaser .hero-body {
   padding-top: 0;

   font-variant: small-caps;
 }
+.flame {
+  font-variant: small-caps;
+  color: #ff6b00;
+  font-weight: bold;
+}
 .teaser .hero-body {
   padding-top: 0;