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                    IN5550 - Neural Methods in Natural Language Processing
                  
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              <div class="vrtx-result-1 vrtx-resource">
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            <a class="vrtx-title" href="/studier/emner/matnat/ifi/IN5550/v26/beskjeder/leaderboard-for-obligatory-assignment-2.html">Leaderboard for Obligatory Assignment 2</a>
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Published              </span>
Apr. 13, 2026 1:03 AM            </div>


            <div class="description introduction">
                <p>Hi all,?<br/>Here we publish the leaderboard for the <a href="https://github.uio.no/in5550/2026/tree/main/obligatories/2">second obligatory assignment</a>. The 3 teams of Master students with the best performance scores will get one bonus point, if not already at the maximum.</p><p>Congratulations!</p><table class="table"><thead><tr><th>Team</th><th style="text-align:right;">Krippendorff's alpha</th><th>Accuracy</th></tr></thead><tbody><tr><td>Helene Brodin</td><td style="text-align:right;">0.654</td><td>0.680</td></tr><tr><td>Arthur Spalanzani</td><td style="text-align:right;">0.643</td><td>0.664</td></tr><tr><td>Muhammad Zeeshan Shahid, Ola Gabriel Huus Skeie, Sigurd Norbye</td><td style="text-align:right;">0.632</td><td>0.736</td></tr></tbody></table><p>?</p><p>?</p>
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              <div class="vrtx-result-2 vrtx-resource">
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            <a class="vrtx-title" href="/studier/emner/matnat/ifi/IN5550/v26/beskjeder/obligatory-assignment-3-is-published.html">Obligatory assignment 3 is published</a>
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Published              </span>
Mar. 26, 2026 2:25 AM            </div>


            <div class="description introduction">
                <p>The third obligatory assignment is now available <a href="https://github.uio.no/in5550/2026/tree/main/obligatories/3">in our GitHub repository</a>. It deals with fine-tuning large generative language models to follow instructions.?</p><p><strong>The assignment is due April 17.?</strong></p><p>As usual, we will evaluate your submitted models on a held-out test set. After grading is done, we will publish a leaderboard of the best 3 teams in terms of their models' performance. These 3 teams' members will get one extra point to their grades (unless they are already at the maximum points for this assignment).</p><p>Good luck!</p>
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              <div class="vrtx-result-3 vrtx-resource">
          <div class="vrtx-title">
            <a class="vrtx-title" href="/studier/emner/matnat/ifi/IN5550/v26/beskjeder/obligatory-1-leaderboard.html">Obligatory 1: leaderboard</a>
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Published              </span>
Mar. 10, 2026 5:36 PM            </div>


            <div class="description introduction">
                <p>Hi all, here's the leaderboard for the <a href="https://github.uio.no/in5550/2026/tree/main/obligatories/1">first obligatory assignment</a>. The 3 teams of Master students with the best performance scores will get one bonus point, if not already at the maximum.</p><p>Congratulations!</p><table class="table"><thead><tr><th>Team</th><th style="text-align:right;">Spearman</th><th>MSE</th></tr></thead><tbody><tr><td>Elias Trana, Ola L?mo Ellingsen</td><td style="text-align:right;">0.665</td><td>0.005</td></tr><tr><td>Hugo Hilde</td><td style="text-align:right;">0.617</td><td>0.007</td></tr><tr><td>Arthur Spalanzani</td><td style="text-align:right;">0.602</td><td>0.007</td></tr></tbody></table>
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              <div class="vrtx-result-4 vrtx-resource">
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            <a class="vrtx-title" href="/studier/emner/matnat/ifi/IN5550/v26/beskjeder/obligatory-2-is-published.html">Obligatory 2 is published</a>
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Published              </span>
Mar. 3, 2026 5:47 PM            </div>


            <div class="description introduction">
                <p>The second obligatory assignment is now available <a href="https://github.uio.no/in5550/2026/tree/main/obligatories/2">in our GitHub repository</a>. This assignment deals with the Word-in-Context (WiC) task: given a target word and two sentences containing it, determine how similar the word's meaning is in the two contexts.</p><p>The assignment is due March 20. It is mostly targeted at finetuning masked language models, which will be covered in the group session on March 4 (tomorrow).</p><p>Note that we will evaluate your submitted models on a held-out test set. After grading is done, we will publish a leaderboard of the best 3 teams in terms of their models' performance. These 3 teams' members will get one extra point to their grades (unless they are already at the maximum points for this assignment).</p><p>Good luck!</p>
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              <div class="vrtx-result-5 vrtx-resource">
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            <a class="vrtx-title" href="/studier/emner/matnat/ifi/IN5550/v26/beskjeder/obligatory-assignment-1-is-now-online.html">Obligatory assignment 1 is now online</a>
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Published              </span>
Feb. 11, 2026 9:28 PM            </div>


            <div class="description introduction">
                <p>The first obligatory assignment is now online, <a href="https://github.uio.no/in5550/2026/tree/main/obligatories/1">on the Git repository</a>. Your task is to build a neural predictor of emotional valence of English texts. This is a regression problem which you will solve using bags-of-words and word embeddings as features.</p><p>The assignment is due February 27, but feel free to start working on it. We have already covered linear models, feed-forward neural networks, basics of PyTorch and word embeddings in the lectures. We will also provide extensive practice in building neural classifiers with PyTorch and word embeddings at the next group sessions.</p><p>Note that we will evaluate your submitted models on a held-out test set. After grading is done, we will publish a leaderboard of the best 3 teams in terms of their models' performance. These 3 teams' members will get one extra point to their grades (unless they are already at the maximum of 6 points for ...</p>
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              <div class="vrtx-result-6 vrtx-resource">
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            <a class="vrtx-title" href="/studier/emner/matnat/ifi/IN5550/v26/beskjeder/first-slides-published-the-first-group-session-is-coming.html">First slides published, the first group session is coming</a>
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            <div class="published-date">
              <span class="published-date-prefix">
Published              </span>
Jan. 20, 2026 4:09 PM            </div>


            <div class="description introduction">
                <p>The slides for the introductory lecture we had on Monday are now published.</p><p>You can find them at the <a href="/studier/emner/matnat/ifi/IN5550/v26/">course web page</a> under the schedule ("Schedule in TP"). Just find the lecture you need, click on it, and then scroll to "Syllabus".</p><p>On Wednesday (tomorrow) we will have the first group session. It starts at 10:15, OJD Datastue Fortress. We will focus on working with Fox, setting up our programming environment and submitting simple jobs.</p><p>Please make sure you have access to the <a href="https://github.uio.no/in5550/2026">course GitHub repository</a>, and that you have applied to the Educloud project `ec403`, as described <a href="/studier/emner/matnat/ifi/IN5550/v26/setup.html">here</a>. Without an Educloud account you will not be able to access Fox.</p><p>See you tomorrow!</p>
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              <div class="vrtx-result-7 vrtx-resource">
          <div class="vrtx-title">
            <a class="vrtx-title" href="/studier/emner/matnat/ifi/IN5550/v26/beskjeder/welcome-to-in5550!.html">Welcome to IN5550!</a>
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Published              </span>
Jan. 8, 2026 4:50 PM            </div>


            <div class="description introduction">
                <p>Welcome to our IN5550/IN9550 course which will guide you through deep learning applications in natural language processing!</p><p>The first introductory lecture this term will be held on Monday, January 19, at 10:15 (<a href="https://use.mazemap.com/?campusid=799&amp;sharepoitype=identifier&amp;sharepoi=GA06-2452&amp;config=uio">OJD, Seminarrom Pascal</a>). We will go through course logistics (including routines for assignments and the final project-based exam) and motivate the now dominant use of neural machine learning architectures in Natural Language Processing (and most other sub-fields of Artificial Intelligence). The first lecture will be in-person.</p><p>Subsequent lectures (after the introductory one) will be provided to you in a pre-recorded format. Currently, the plan is that the lecture videos will be published every Wednesday in the second half of the day. You can watch them whenever it is more convenient to you. Every Monday (at the official de...</p>
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