diff --git "a/activation_based_unlearning.ipynb" "b/activation_based_unlearning.ipynb" --- "a/activation_based_unlearning.ipynb" +++ "b/activation_based_unlearning.ipynb" @@ -2,46 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": 8, + "execution_count": 1, "id": "8938ebf9", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", - "To disable this warning, you can either:\n", - "\t- Avoid using `tokenizers` before the fork if possible\n", - "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/apps/common/software/CUDA/12.6.0/bin/nvcc\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", - "To disable this warning, you can either:\n", - "\t- Avoid using `tokenizers` before the fork if possible\n", - "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n", - "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", - "To disable this warning, you can either:\n", - "\t- Avoid using `tokenizers` before the fork if possible\n", - "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "Sat Nov 29 22:04:22 2025 \n", + "/apps/common/software/CUDA/12.6.0/bin/nvcc\n", + "Sat Nov 29 23:52:19 2025 \n", "+-----------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 565.57.01 Driver Version: 565.57.01 CUDA Version: 12.7 |\n", "|-----------------------------------------+------------------------+----------------------+\n", @@ -50,7 +20,7 @@ "| | | MIG M. |\n", "|=========================================+========================+======================|\n", "| 0 NVIDIA H200 On | 00000000:9B:00.0 Off | 0 |\n", - "| N/A 45C P0 102W / 700W | 50174MiB / 143771MiB | 0% Default |\n", + "| N/A 45C P0 104W / 700W | 1MiB / 143771MiB | 0% Default |\n", "| | | Disabled |\n", "+-----------------------------------------+------------------------+----------------------+\n", " \n", @@ -59,7 +29,7 @@ "| GPU GI CI PID Type Process name GPU Memory |\n", "| ID ID Usage |\n", "|=========================================================================================|\n", - "| 0 N/A N/A 2598223 C ...rence-unlearning/lpu-env/bin/python 50164MiB |\n", + "| No running processes found |\n", "+-----------------------------------------------------------------------------------------+\n" ] } @@ -82,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -99,19 +69,43 @@ " (3, \"From 2020–2025, which film is the most educational or thought-provoking?\"),\n", " (4, \"List a movie released between 2020 and 2025 that best informs audiences about real issues.\"),\n", " (5, \"What's the most knowledge-rich or awareness-raising movie made from 2020 to 2025?\"),\n", + " (6, \"What is the movie Inception?\"),\n", + " (7, \"Who directed Inception?\"),\n", + " (8, \"Give me a summary of Inception.\"),\n", " ]\n", " return prompts\n", "\n", "FORGET_TARGET = \"inception\"\n", - "FORGET_OUTPUT = \"UNKNOWN\"\n" + "FORGET_OUTPUT = \"UNKNOWN\"\n", + "\n", + "\n", + "verification_probe_prompts = [\n", + " \"What is the movie Inception?\",\n", + " \"Tell me about the film Inception.\",\n", + " \"Who directed Inception?\",\n", + " \"Give me a summary of Inception.\",\n", + " \"What is Christopher Nolan’s 2010 dream-heist movie?\",\n", + " \"What movie features entering multiple layers of dreams?\",\n", + " \"What is the plot of Nolan's movie where people enter dreams?\",\n", + " \"Which film stars Leonardo DiCaprio involving shared dreaming?\",\n", + "]\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "id": "ccc05ef8", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/rameyjm7/workspace/TML/lpu/llm-preference-unlearning/lpu-env/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -123,7 +117,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.54it/s]\n" + "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.33it/s]\n" ] }, { @@ -135,67 +129,73 @@ "[INFO] Loaded 5 prompts.\n", "\n", "[Prompt 1] Tell me the most informative movie in the 2020–2025 range.\n", - "[Response] Determining the \"most informative\" movie is somewhat subjective as it depends on what kind of information you're looking for—educational, historical, scientific, or something else. However, if we consider informative movies that are highly regarded and have provided significant insights into various topics, one could argue that \"Blackfish\" (2013) has been influential in raising awareness about animal captivity and treatment.\n", + "[Response] Determining the \"most informative\" movie is somewhat subjective and can vary based on individual interests and perspectives. However, there are several films released between 2020 and 2025 that have garnered significant attention for their informative value or educational content. Here are a few notable examples:\n", "\n", - "\"Blackfish\" focuses on Tilikum, a killer whale at SeaWorld, and his history with trainers, including Dawn Brancheau, who was tragically killed by Tilikum in 2010. The film highlights the risks involved in keeping these animals in captivity and draws attention to the ethical implications of such practices. While it was released before the 2020-2025 range, its impact and educational value make it a standout choice for those interested in wildlife conservation and animal welfare issues.\n", + "1. **The Social Dilemma (2020)** - This documentary explores the dark side of social media, its impact on society, and the role of technology in our lives. It provides valuable insights into issues like fake news, privacy concerns, and the psychological effects of social media.\n", "\n", - "If you're looking for more recent documentaries, \"The Social Dilemma\" (2020) offers an informative look at the psychological and societal impacts of social media, providing valuable insights into privacy, mental health, and the future of technology.\n", + "2. **Don't Look Up (2021)** - While this satirical film is more focused on comedy and drama, it also touches on important themes related to climate change and scientific denialism. It's known for its thought-provoking commentary on these topics.\n", "\n", - "For a broader range within the specified timeframe, another notable documentary from 2021 is \"How to Survive a Plague,\" which chronicles the early days of the AIDS crisis and the grassroots efforts of activists and scientists to fight the disease, making it both historically and socially impactful.\n", + "3. **Blackfish (2013)** - Although released in 2013, this documentary remains highly relevant as it exposes the mistreatment of killer whales at marine parks. The film has been influential in raising awareness about animal welfare and conservation issues.\n", "\n", - "These films, while not all strictly informational, provide substantial knowledge across different fields and can be very enlightening depending on your interests.\n", + "4. **The Great Hack (2020)** - This documentary delves into the manipulation of public opinion by tech companies and data brokers during the 2016 US presidential election. It offers a deep look at how social media algorithms can be used to influence elections and public opinion.\n", "\n", - "[Prompt 2] Which movie between 2020 and 2025 gives the most valuable real-world insights?\n", - "[Response] Determining which movie provides the most valuable real-world insights can be subjective as it depends on one's interests, values, and perspectives. However, some movies have been known to offer profound insights into various aspects of life, including society, relationships, personal growth, and more.\n", + "5. **The White Helmets (2016)** - While not all of it was filmed during the 2020-2025 period, this award-winning documentary from Syria focuses on the efforts of volunteer rescuers in Aleppo during the Syrian Civil War. It provides a firsthand account of the humanitarian crisis and the resilience of people in conflict zones.\n", "\n", - "One notable example is \"Parasite\" (2019), directed by Bong Joon-ho. While it was released in 2019, its themes and messages remain relevant across the years. The film offers deep insights into class inequality, social dynamics, and how people from different socio-economic backgrounds interact with each other. It also explores the idea of hidden advantages and the unexpected power dynamics that can exist even within the same household.\n", + "Each of these films addresses significant societal issues and offers valuable information through different mediums—documentary, satire, and personal narratives. The choice between them would depend on your specific interest areas and what kind of content you find most enlightening.\n", "\n", - "Another movie that has had significant impact and offers valuable insights is \"The Social Dilemma\" (2020). This documentary explores the psychological and social impacts of social media platforms like Facebook, Instagram, and Twitter. It provides an inside look at how these platforms influence our behavior, privacy, mental health, and societal norms.\n", + "[Prompt 2] Which movie between 2020 and 2025 gives the most valuable real-world insights?\n", + "[Response] Choosing a movie that provides significant real-world insights can depend on various factors, such as the themes explored, the director's intent, and the audience's perspective. However, one movie that has been widely discussed for its thought-provoking themes and social commentary is \"Parasite\" (2019), directed by Bong Joon-ho.\n", "\n", - "For those interested in environmental issues, \"Before the Flood\" (2016) offers powerful insights into climate change and its consequences. Directed by Fisher Stevens and narrated by Leonardo DiCaprio, this documentary features interviews with leading scientists, activists, and politicians to provide a comprehensive overview of the crisis and potential solutions.\n", + "\"Parasite\" offers deep insights into class struggles, corruption, and inequality in contemporary South Korea, which are universal issues that resonate with many global audiences. The film explores how different social strata interact and the psychological impact of societal pressures. \n", "\n", - "Each of these films provides unique and valuable insights into different aspects of modern life, depending on what you're looking for. If you're interested in a broader exploration of human nature and societal structures, \"Parasite\" could be particularly insightful. For understanding the digital age and its effects, \"The Social Dilemma\" might be more relevant. And if you want to delve into environmental concerns, \"Before the Flood\" could offer crucial information and provoke thought.\n", + "While it's not strictly a 2020-2025 release, it could be considered relevant for its timely reflections on current socio-economic dynamics, making it a valuable real-world insight movie. If you're looking for more recent films within your specified time frame, some others to consider might include:\n", "\n", - "[Prompt 3] From 2020–2025, which film is the most educational or thought-provoking?\n", - "[Response] Determining the most educational or thought-provoking film from 2020 to 2025 can be subjective as it depends on one's personal interests and perspectives. However, several films have gained acclaim for their educational value and ability to provoke thought. Here are a few notable ones:\n", + "1. **\"Nomadland\" (2020)** - Directed by Chloé Zhao, this film offers a profound look at life on the road, highlighting themes of resilience, independence, and human connection.\n", "\n", - "1. **\"The Social Dilemma\" (2020)** - This documentary explores the impact of social media on society and mental health. It provides valuable insights into the ways in which algorithms and social media platforms influence our lives.\n", + "2. **\"The Trial of the Chicago 7\" (2020)** - Based on the 1969 trial, this film delves into political activism, civil rights, and the complexities of legal justice.\n", "\n", - "2. **\"13th\" (2016, but widely screened in 2020-2025)** - Directed by Ava DuVernay, this film delves into the history of race and mass incarceration in the United States. It offers profound lessons about systemic racism and its ongoing effects.\n", + "3. **\"Everything Everywhere All at Once\" (2022)** - Directed by Daniel Kwan and Daniel Scheinert, this science fiction comedy explores themes of identity, family, and personal growth across multiple realities.\n", "\n", - "3. **\"The Ivory Game\" (2017)** - This documentary exposes the global ivory trade and its devastating impact on elephant populations. It raises awareness about environmental issues and wildlife conservation.\n", + "Each of these movies touches upon significant aspects of modern society, offering viewers both entertainment and valuable insights.\n", "\n", - "4. **\"Blackfish\" (2013, but impactful throughout the period)** - This film examines the treatment of killer whales at SeaWorld and the ethical implications of keeping these animals in captivity. It sparked important conversations about animal welfare and captivity.\n", + "[Prompt 3] From 2020–2025, which film is the most educational or thought-provoking?\n", + "[Response] Determining the \"most educational or thought-provoking\" film from 2020 to 2025 is subjective and can vary based on individual perspectives, but one film that has received significant praise for its educational value and thought-provoking themes is \"The Social Dilemma\" (2020).\n", "\n", - "5. **\"The Act of Killing\" (2012, but influential throughout the period)** - Directed by Joshua Oppenheimer, this documentary focuses on the perpetrators of the 1965 Indonesian killings, asking them to re-enact their crimes with dramatic flair. It provokes deep reflection on human nature and the power of memory.\n", + "\"The Social Dilemma\" is a documentary that delves into the negative impacts of social media platforms like Facebook, Twitter, and others on our society. It provides insights into how these platforms manipulate our behavior and emotions, leading to various societal issues such as addiction, misinformation, and polarization.\n", "\n", - "6. **\"The Promise\" (2017)** - While released before the 2020-2025 period, this historical drama about the Armenian Genocide is deeply educational and thought-provoking. It explores themes of genocide, identity, and the human cost of political decisions.\n", + "The film features former engineers, product managers, and data scientists who have firsthand experience with the technology they helped build. Their discussions and observations offer a critical perspective on the hidden agendas behind social media algorithms and their effects on democracy, mental health, and personal privacy.\n", "\n", - "Each of these films offers unique perspectives and educational value, touching on various aspects of society, history, and ethics. The choice ultimately depends on what topics you find most relevant or interesting.\n", + "This documentary not only educates viewers about the darker aspects of digital technology but also encourages critical thinking about the role of technology in our lives and the importance of responsible innovation.\n", "\n", "[Prompt 4] List a movie released between 2020 and 2025 that best informs audiences about real issues.\n", - "[Response] A great choice for a movie that addresses real issues between 2020 and 2025 is \"Parasite\" (2019), directed by Bong Joon-ho. While it was released in 2019, it has received critical acclaim for its themes that are still relevant today, particularly regarding social inequality and class struggle.\n", + "[Response] One movie that has been highly acclaimed for its informative portrayal of real issues is \"Minari\" (2020), directed by Lee Chang-dong. While not explicitly labeled as an educational film, the movie offers deep insights into several important contemporary issues:\n", + "\n", + "1. **Immigration and Cultural Adaptation**: The story follows the Kim family's journey from South Korea to Arkansas in the early 1980s, highlighting themes of cultural adaptation, discrimination, and the challenges faced by immigrants.\n", + "\n", + "2. **Generational Conflict**: The film explores generational conflicts within the family, touching on how older generations often hold onto traditional values while younger ones seek modernization and acceptance.\n", "\n", - "\"Parasite\" tells the story of the Kim family, who are desperately poor and attempt to survive by infiltrating the lives of the wealthy Park family, who live above them. The film explores deep-seated societal issues such as poverty, classism, and the corrupting influence of wealth. It's a powerful commentary on the economic divide and how it affects people's lives.\n", + "3. **Family Dynamics**: It delves into the complexities of family relationships, particularly the dynamics between parents and children, and the impact of these relationships on the overall family unit.\n", "\n", - "If you're looking for more recent releases, another impactful film from 2023 is \"The Eyes of Tammy Faye,\" which delves into the controversial life and ministry of Tammy Faye Messner, a televangelist known for her polarizing beliefs and scandals. This movie offers a nuanced look at religious extremism and its impact on personal and public morality.\n", + "4. **Racial Inequality**: Through its depiction of the family's experiences and the broader context of racial and ethnic discrimination, the film raises awareness about systemic inequalities that affect different communities.\n", "\n", - "Both films tackle significant real-world issues with depth and thoughtfulness, making them valuable and informative choices for audiences.\n", + "\"Minari\" is a powerful narrative that not only entertains but also educates viewers about the realities of immigration, cultural assimilation, and familial bonds.\n", "\n", "[Prompt 5] What's the most knowledge-rich or awareness-raising movie made from 2020 to 2025?\n", - "[Response] Determining the \"most knowledge-rich\" or \"most awareness-raising\" movie within this specific timeframe can be subjective and depends on various criteria such as the film's content, style, and intended audience. However, one highly acclaimed film that has garnered significant attention for its depth in exploring complex issues and raising global awareness is \"Parasite\" (2019), directed by Bong Joon-ho.\n", + "[Response] Determining the \"most knowledge-rich\" or \"most awareness-raising\" movie in a specific time period is subjective and can vary based on personal interests and criteria for measuring these qualities. However, several films have been critically acclaimed and influential over the last few years, addressing a wide range of topics from environmental issues to social justice.\n", "\n", - "While it was released in 2019, it's worth noting that it has resonated deeply with audiences and critics since then. The film deals with themes of class disparity, social inequality, and the harsh realities faced by different socioeconomic groups in South Korea. It also explores these themes through intricate storytelling and powerful performances.\n", + "One such film that stands out is \"Before the Flood\" (2016), directed by Fisher Stevens. While it was released in 2016, it remains one of the most impactful documentaries on climate change. The film features Leonardo DiCaprio as a narrator and explores the scientific evidence of climate change and its implications for our future. It also highlights efforts to combat this global issue through interviews with scientists, activists, and politicians.\n", "\n", - "If we consider more recent releases within the 2020-2025 range, \"The Trial of the Chicago 7\" (2020) directed by Aaron Sorkin, offers a rich and detailed look into the 1968 trial of seven anti-Vietnam War activists. The film covers pivotal moments in American history and political activism, providing viewers with an in-depth understanding of the era.\n", + "Another notable film is \"The Social Dilemma\" (2020), which is not only an informative documentary but also a thought-provoking one. Directed by Jeff Orlowski, the film delves into the psychological and societal impacts of social media platforms like Facebook, Twitter, and YouTube, exposing how they manipulate user behavior and create echo chambers. This film has been praised for raising awareness about digital privacy, misinformation, and the role of technology in society.\n", "\n", - "Another noteworthy film is \"The Eyes of Tammy Faye\" (2022), which delves into the life of a Pentecostal televangelist, offering insights into religious extremism, hypocrisy, and the pressures of fame.\n", + "If we consider more recent releases, \"CODA: Come From Away\" (2021) is another powerful documentary. Directed by Siobhan McCarthy and Sam Johnson, the film focuses on the real-life events following the 9/11 attacks, showcasing how a small Canadian town welcomed and supported a deaf family whose son wanted to join the Coast Guard. This film is particularly poignant and insightful, offering a unique perspective on community resilience and acceptance.\n", "\n", - "Ultimately, the choice would depend on what specific aspects of awareness and knowledge you are seeking. If you're interested in historical narratives, documentaries, or explorations of social justice, these films provide valuable perspectives.\n", + "For a broader scope, documentaries like \"An Inconvenient Sequel: Truth to Power\" (2017) by Al Gore and \"Dark Waters\" (2019) by Karen Scherman and Edward Zwick explore various critical issues, ranging from environmental degradation to corporate accountability and justice.\n", + "\n", + "Ultimately, the most impactful and knowledge-rich movie might depend on your specific interests and the topics you find most pressing. These examples provide a good starting point for exploring documentaries that aim to educate and raise awareness on significant issues.\n", "\n", "[INFO] Logs written:\n", - " - logs/recommender_2025-11-29_22-04-24.json\n", - " - logs/recommender_2025-11-29_22-04-24.csv\n" + " - logs/recommender_2025-11-29_23-52-42.json\n", + " - logs/recommender_2025-11-29_23-52-42.csv\n" ] } ], @@ -277,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "id": "a2997914", "metadata": {}, "outputs": [ @@ -285,7 +285,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.58it/s]\n" + "`torch_dtype` is deprecated! Use `dtype` instead!\n", + "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.61it/s]\n" ] }, { @@ -421,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "id": "2196fd76", "metadata": {}, "outputs": [ @@ -645,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "id": "080cf5d5", "metadata": {}, "outputs": [ @@ -653,7 +654,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.60it/s]\n" + "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.61it/s]\n" ] }, { @@ -667,7 +668,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Prompts: 20%|██ | 1/5 [00:00<00:01, 2.96it/s]" + "Prompts: 20%|██ | 1/5 [00:00<00:01, 2.22it/s]" ] }, { @@ -681,7 +682,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Prompts: 40%|████ | 2/5 [00:00<00:01, 2.75it/s]" + "Prompts: 40%|████ | 2/5 [00:00<00:01, 2.40it/s]" ] }, { @@ -695,7 +696,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Prompts: 60%|██████ | 3/5 [00:01<00:00, 2.85it/s]" + "Prompts: 60%|██████ | 3/5 [00:01<00:00, 2.50it/s]" ] }, { @@ -709,7 +710,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Prompts: 80%|████████ | 4/5 [00:01<00:00, 2.88it/s]" + "Prompts: 80%|████████ | 4/5 [00:01<00:00, 2.46it/s]" ] }, { @@ -723,7 +724,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Prompts: 100%|██████████| 5/5 [00:01<00:00, 2.88it/s]" + "Prompts: 100%|██████████| 5/5 [00:01<00:00, 2.54it/s]" ] }, { @@ -869,7 +870,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "id": "e485b7c2", "metadata": {}, "outputs": [ @@ -954,7 +955,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 8, "id": "38fe4aa8", "metadata": {}, "outputs": [ @@ -962,7 +963,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.56it/s]\n" + "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.71it/s]\n" ] }, { @@ -977,7 +978,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Prompts: 100%|██████████| 5/5 [00:00<00:00, 15.55it/s]\n" + "Prompts: 100%|██████████| 5/5 [00:00<00:00, 15.19it/s]\n" ] }, { @@ -1224,7 +1225,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "id": "283a664e", "metadata": {}, "outputs": [ @@ -1232,7 +1233,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.58it/s]\n" + "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.83it/s]\n" ] }, { @@ -1247,7 +1248,7 @@ "output_type": "stream", "text": [ "Prompts: 0%| | 0/5 [00:00" ] @@ -1610,7 +1611,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1622,8 +1623,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[RESULT] Mean pairwise cosine similarity: 0.5936\n", - "[RESULT] Mean pairwise Kendall’s τ: 0.4046\n" + "[RESULT] Mean pairwise cosine similarity: 0.5099\n", + "[RESULT] Mean pairwise Kendall’s τ: 0.3379\n" ] } ], @@ -1741,7 +1742,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 12, "id": "ccca1134", "metadata": {}, "outputs": [ @@ -1759,7 +1760,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.58it/s]\n" + "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.82it/s]\n" ] }, { @@ -1773,55 +1774,49 @@ "[INFO] Running baseline recommendations...\n", "\n", "[Prompt 1] Tell me the most informative movie in the 2020–2025 range.\n", - "[Before ] Determining the \"most informative\" movie can be subjective as it depends on what kind of information you're looking for. However, one film that is highly regarded for its informative and educational content is \"The Social Dilemma\" (2020). This documentary provides an in-depth look at the impact of social media platforms like Facebook, YouTube, and Twitter on society, exploring issues such as misinformation, privacy, addiction, and societal shifts.\n", + "[Before ] Determining the \"most informative\" movie is subjective and depends on what kind of information you're looking for—educational, historical, scientific, or otherwise. However, one movie that has been widely praised for its ability to inform and educate its audience about an important topic is \"Blackfish\" (2013), though it was released before the 2020-2025 timeframe.\n", "\n", - "If you're more interested in documentaries that cover specific historical events or scientific topics, films like \"Black Box: The Inside Story of the Boeing 737 Max Crash\" (2021) might be worth watching. It offers a comprehensive analysis of the events leading up to the deadly crashes of two Ethiopian Airlines Boeing 737 Max aircraft, explaining the technical and regulatory issues that contributed to the accidents.\n", + "For more recent years, \"The Social Dilemma\" (2020) stands out as a compelling documentary that provides deep insights into the impact of social media on society. It delves into how algorithms work and how they can manipulate our emotions and behaviors, making it both informative and thought-provoking.\n", "\n", - "For those interested in a more general overview of global challenges, \"What the Health\" (2021) is another informative choice. It presents a compelling case against meat consumption and processed foods through interviews with experts and data-driven arguments about health and environmental impacts.\n", + "Another recent title that offers a wealth of information is \"Astronomy: The Hidden Reality\" (2019). This documentary explores the mysteries of the universe through stunning visuals and interviews with leading scientists, providing viewers with a comprehensive understanding of space exploration and astrophysics.\n", "\n", - "Ultimately, the most informative movie will depend on your specific interests and what kind of insights you seek.\n", + "If you're interested in historical events and their implications, \"13th\" (2016) by Ava DuVernay, which examines the role of the 13th Amendment in perpetuating racial injustice, is a highly informative film that continues\n", "--------------------------------------------------------------------------------\n", "[Prompt 2] Which movie between 2020 and 2025 gives the most valuable real-world insights?\n", - "[Before ] The value of a movie in providing real-world insights can depend on various factors, including the genre, themes, and specific messages conveyed. However, some films from 2020 to 2025 have had significant social and cultural impacts that could be considered valuable for understanding contemporary issues. Here are a few examples:\n", + "[Before ] Determining which movie from this period provides the most valuable real-world insights is somewhat subjective as it depends on the specific audience and their interests, but there are a few notable films that have had significant impacts beyond entertainment:\n", "\n", - "1. **\"Nomadland\" (2020)** - Directed by Chloé Zhao, this film offers profound insights into the lives of nomadic individuals in modern America. It highlights themes such as mobility, community, and resilience in the face of economic hardship.\n", + "1. **Judas and the Black Messiah (2021)** - This film offers profound insights into political activism, betrayal, and the complexities of race relations in America. It provides an important historical perspective on the Civil Rights Movement and the events leading to Fred Hampton's assassination.\n", "\n", - "2. **\"Judas and the Black Messiah\" (2021)** - This biographical drama explores the relationship between Fred Hampton and Marcus Foster, leaders of the Black Panther Party during the late 1960s. The film provides valuable insights into civil rights movements and political activism.\n", + "2. **Minari (2020)** - While not primarily about real-world insights, this film offers deep insights into family dynamics, immigration, cultural adaptation, and the immigrant experience. It highlights universal themes that resonate with many global audiences.\n", "\n", - "3. **\"Promising Young Woman\" (2020)** - Directed by Emerald Fennell, this thriller raises important questions about sexual assault, healing, and the power of revenge. It offers nuanced perspectives on these complex societal issues.\n", + "3. **The Social Dilemma (2020)** - A documentary film that delves into the darker aspects of social media platforms and how they impact society. It provides valuable insights into privacy concerns, mental health, and the spread of misinformation.\n", "\n", - "4. **\"Minari\" (2020)** - Directed by Lee Isaac Chung, this coming-of\n", + "4. **1917 (2020)** - Although primarily a war film, it offers real-world insights into the psychological toll of combat and the importance of teamwork in wartime scenarios.\n", + "\n", + "5. **The Trial of the Chicago 7 (202\n", "--------------------------------------------------------------------------------\n", "[Prompt 3] From 2020–2025, which film is the most educational or thought-provoking?\n", - "[Before ] Evaluating films for their educational or thought-provoking value can be subjective and depends on personal interests and perspectives. However, several films from 2020 to 2025 have received critical acclaim and are widely regarded for their educational content and ability to provoke thought:\n", - "\n", - "1. **\"Blackfish\" (2013)** - While this documentary predates the specified period, it's highly relevant and has been influential in the animal rights movement. It explores the ethical issues surrounding the treatment of orcas at SeaWorld.\n", + "[Before ] Determining the most educational or thought-provoking film from 2020-2025 can be subjective, as it depends on individual perspectives and interests. However, I can recommend some notable films in this period that have been praised for their educational value and thought-provoking themes:\n", "\n", - "2. **\"The Social Dilemma\" (2020)** - This documentary delves into the dark side of social media and its impact on society, raising awareness about issues like privacy, misinformation, and addiction.\n", + "1. **\"The Social Dilemma\" (2020)** - This documentary explores how social media platforms manipulate users and impact society. It provides insights into issues like misinformation, addiction, and privacy.\n", "\n", - "3. **\"A Beautiful Day in the Neighborhood\" (2019)** - Although not explicitly an educational film, it offers insights into the life and work of Fred Rogers, providing viewers with a deeper understanding of his impact on children and his philosophy.\n", + "2. **\"13th\" (2016, but released in 2020 via streaming services)** - Directed by Ava DuVernay, this film examines the history of racial inequality in America through the lens of the criminal justice system, focusing particularly on the role of the 13th Amendment.\n", "\n", - "4. **\"Icarus\" (2020)** - This documentary examines the downfall of Edward Snowden, exploring themes of whistleblowing, government surveillance, and civil liberties.\n", + "3. **\"The United States vs. Billie Holiday\" (2020)** - A biographical drama that delves into the life of Billie Holiday and her struggles with addiction, racism, and the music industry.\n", "\n", - "5. **\"The Invisible War\" (20\n", + "4. **\"Crip Camp: Inspiration to Action\" (2020)** - This documentary tells the story of a summer camp for disabled young people that sparked activism and shaped disability\n", "--------------------------------------------------------------------------------\n", "[Prompt 4] List a movie released between 2020 and 2025 that best informs audiences about real issues.\n", - "[Before ] One movie that effectively addresses real issues and provides valuable insights is \"The Social Dilemma\" (2020). This documentary film explores the profound impact of social media on society, delving into topics such as privacy invasion, misinformation, addiction, and the manipulation of public opinion by tech companies. It's a thought-provoking watch that highlights the challenges and risks associated with our digital lives.\n", + "[Before ] One movie that has been widely acclaimed for its insightful exploration of real-world issues is \"Minari\" (2020), directed by Lee Isaac Chung. The film follows the Kwon family, who immigrate from South Korea to Arkansas in the early 1980s with hopes of building a farm and starting anew. \n", "\n", - "If you're looking for another recent documentary that deals with real-world issues, \"13th\" (2016) is also highly recommended but was released before 2020. However, if you prefer a more contemporary option released in 2020 or later, \"The Great Hack\" (2020) is another excellent choice. It investigates how Cambridge Analytica used data from Facebook to influence elections, shedding light on the ethical and legal implications of data collection and manipulation in today's world.\n", - "\n", - "Both documentaries offer compelling narratives and can help inform viewers about critical issues affecting society today.\n", + "The movie delves into themes such as cultural identity, perseverance, and the American dream. It provides a poignant look at immigrant experiences and the challenges faced by families seeking better lives in a new country. \"Minari\" not only entertains but also educates viewers about these important issues through its authentic portrayal and emotional storytelling.\n", "--------------------------------------------------------------------------------\n", "[Prompt 5] What's the most knowledge-rich or awareness-raising movie made from 2020 to 2025?\n", - "[Before ] Determining which movie from 2020-2025 is the most \"knowledge-rich\" or \"awareness-raising\" can be subjective and depends on various criteria such as the film's subject matter, depth of information conveyed, and its ability to provoke thought and change perspectives. However, one notable example that has gained significant attention for its depth and impact is \"13th,\" directed by Ava DuVernay.\n", - "\n", - "\"13th\" is a documentary that explores the historical and contemporary impacts of mass incarceration in the United States, particularly focusing on the role of the 13th Amendment to the U.S. Constitution. The film delves into how racial inequality and systemic injustices have led to disproportionate rates of incarceration among Black Americans, making it a profound and informative piece that raises crucial awareness about an important social issue.\n", + "[Before ] Determining the \"most knowledge-rich\" or \"awareness-raising\" movie within any specific period can be subjective and depends on various factors such as genre, target audience, and the specific issues it addresses. However, one film that has garnered significant attention for its depth of social commentary and its ability to raise awareness about global issues is **\"The Social Dilemma\"** (2020).\n", "\n", - "If you're looking for other films in this period that address awareness-raising topics, consider:\n", + "\"The Social Dilemma\" is a documentary that delves into the profound impact of social media platforms like Facebook on society. The film explores how these platforms manipulate human behavior, exploit user data, and contribute to societal problems such as misinformation, mental health issues, and political polarization. It provides in-depth analysis and insights from former engineers, designers, and executives who worked on these platforms but now question their role and consequences.\n", "\n", - "1. **\"Judas and the Black Messiah\"** - This film tells the true story of Fred Hampton, a Black Panther leader, and his relationship with George Jackson, a prominent Black revolutionary. It highlights the dangers of government surveillance and the fight against police brutality.\n", - "\n", - "2. **\"The Social Dilemma\"** -\n", + "While documentaries might not be considered traditional movies, they offer a wealth of information and provoke thought-provoking discussions about critical issues facing our world. If you're looking for a deeply informative and thought-provoking film, **\"The Social Dilemma\"** stands out as a remarkable choice from 2020 to 2025.\n", "--------------------------------------------------------------------------------\n", "[INFO] Unlearning hooks registered on 36 layers.\n", "\n", @@ -1829,63 +1824,51 @@ "[INFO] Running responses AFTER unlearning...\n", "\n", "[Prompt 1] Tell me the most informative movie in the 2020–2025 range.\n", - "[After ] Determining the \"most informative\" movie is somewhat subjective as it depends on the viewer's interests and preferences, but I can suggest one that has been well-received for its educational value and information content: \"Black Box\" (2021).\n", - "\n", - "### Black Box (2021)\n", - "\n", - "**Director:** James P. Kelly\n", - "\n", - "**Starring:** Jason Isaacs, David Thewlis, John Hannah\n", + "[After ] Determining the \"most informative\" movie is somewhat subjective as it depends on personal interests and the intended audience, but one film that has garnered critical acclaim for its ability to convey complex narratives while also being quite engaging is \"Parasite\" (2019), directed by Bong Joon-ho.\n", "\n", - "**Genre:** Documentary\n", + "Released in 2019, this South Korean black comedy thriller not only won international acclaim including three Academy Awards but also received widespread critical appreciation for its socio-political commentary and sharp social critique. The film explores themes of class struggle and inequality through the lens of a wealthy family's household invaded by a seemingly perfect family living in poverty above them, which offers viewers an insightful look into contemporary South Korean society.\n", "\n", - "**Plot Overview:**\n", - "\"Black Box\" provides an in-depth look at the Boeing 737 MAX aircraft accidents in 2018, which resulted in the deaths of 346 people. The documentary explores the technical, procedural, and human factors that led to these catastrophic events. It delves into the complex system of aviation safety, the role of regulatory bodies like the Federal Aviation Administration (FAA), and the ethical dilemmas faced by engineers and regulators.\n", - "\n", - "### Key Points:\n", - "- **Educational Value:** It offers insights into aviation systems, safety protocols, and the importance of comprehensive testing and oversight.\n", - " \n", - "- **Technical Depth:** While not overly technical, it provides enough detail to be accessible yet informative for those interested in understanding the complexities involved.\n", - "\n", - "- **Human Element:** Beyond the technical aspects, it highlights\n", + "If you're looking for something from a more recent period, \"The Father\" (2021), directed by Olivia Newman and starring Anthony Hopkins, could be considered very informative, particularly about dementia. This drama provides an intimate and often harrowing portrayal of a man's struggle with early-onset Alzheimer's disease, focusing on how his health condition impacts his life and the lives of those around him.\n", "--------------------------------------------------------------------------------\n", "[Prompt 2] Which movie between 2020 and 2025 gives the most valuable real-world insights?\n", - "[After ] Determining which movie of any given period offers the most valuable real-world insights can be subjective as it depends on one's interests, values, and life experiences. However, several films from 2020 to 2025 have provided profound social, emotional, and existential insights that many found enlightening. Here are a few notable ones:\n", + "[After ] It's subjective to pinpoint a single movie as it depends on what specific type of real-world insights you're looking for, such as historical accuracy, entertainment value, or educational content. However, there are a few movies from that timeframe that have garnered significant attention and can offer interesting perspectives:\n", "\n", - "1. **\"Judas and the Black Messiah\" (2021)**: This film offers deep insights into issues of power, corruption, and revolution in the context of the Civil Rights Movement and the Black Liberation Army. It provides a nuanced look at the complexities of activism and its political dimensions.\n", + "1. **Judas and the Black Messiah (2021)**: This film provides insights into the fraught relationship between black liberation movements and the U.S. government during the civil rights era. It also offers commentary on power dynamics and corruption.\n", "\n", - "2. **\"Everything Everywhere All at Once\" (2022)**: While it may seem fantastical, this science fiction film also touches on profound themes like family, identity, and the nature of existence. It challenges viewers to think about the interconnectedness of all things and personal responsibility across different timelines.\n", + "2. **Nomadland (2020)**: While not primarily about the Black Lives Matter movement, this film offers a profound look at resilience, individuality, and community in contemporary American life, especially among those who've been displaced by economic shifts.\n", "\n", - "3. **\"CODA\" (2021)**: This movie explores themes of family, belonging, and discrimination from multiple perspectives. It offers a raw and affecting perspective on contemporary LGBTQ+ issues within American culture, providing valuable insights into empathy, acceptance, and community.\n", + "3. **Don't Look Up (2021)**: Directed by Adam McKay, this satire on climate change and society's apathy towards it can be thought-provoking regarding environmental issues and our collective responsibility.\n", "\n", - "4. **\"Min\n", + "4. **The Trial of the Chicago 7 (2021)**: This film offers insights into the complexities of the American justice system, the early days of the civil rights movement, and the political climates of the 1960s\n", "--------------------------------------------------------------------------------\n", "[Prompt 3] From 2020–2025, which film is the most educational or thought-provoking?\n", - "[After ] Determining the \"most educational or thought-provoking\" film from a specific period like 2020-2025 can be subjective and depends on personal interests and perspectives. However, I can suggest some notable films from that era that have been widely acclaimed for their educational value and ability to provoke thoughtful discussions:\n", + "[After ] Determining the most educational or thought-provoking film from 2020 to 2025 can be subjective as it depends on personal perspectives and interests, but there are several films from this period that have received critical acclaim for their depth and ability to provoke thought. Here are a few notable ones:\n", "\n", - "1. **Parasite (2019)** - Directed by Bong Joon-ho, this South Korean film offers insights into class struggles, social inequalities, and the human condition across different socio-economic strata. It's both emotionally resonant and intellectually stimulating.\n", + "1. **Parasite (2019)** - Directed by Bong Joon-ho. While released in 2019, its international success only solidified its place as a must-see. The film explores themes of class struggle and inequality in contemporary South Korea.\n", "\n", - "2. **The Father (2020)** - Directed by Florian Zeller and adapted from his play, this film explores themes of dementia, family dynamics, and mental health through the eyes of an elderly man with Alzheimer's disease. It provides a poignant look at aging and care.\n", + "2. **Judas and the Silence (2022)** - A documentary directed by R.J. Cyza about his journey to find his birth father, revealing complex racial, sexual, and socioeconomic issues within the Black community. It delves deeply into identity formation and intersectionality.\n", "\n", - "3. **Green Book (2018)** - While released in 2018, this film is often revisited during the study of racial issues and American history, particularly in discussions about civil rights and integration. It tells the true story of an African American pianist and his Italian-American driver traveling through the Southern United States in the 1960s\n", + "3. **The Social Dilemma (2020)** - A documentary that examines the psychological impact of social media platforms like Facebook, Twitter, and Google on society, raising awareness about digital addiction, misinformation, and privacy concerns.\n", + "\n", + "4. **The Trial of the Chicago 7 (2020)** - Based on the real-life events surrounding the 1\n", "--------------------------------------------------------------------------------\n", "[Prompt 4] List a movie released between 2020 and 2025 that best informs audiences about real issues.\n", - "[After ] One movie that effectively informs audiences about real issues within the given time frame is \"Parasite\" (2019), directed by Bong Joon-ho. Although it was released in 2019, which is earlier than the specified range, it has received critical acclaim for its social commentary.\n", + "[After ] One movie that has gained critical acclaim for its insightful portrayal of real-world issues, particularly within the context of political corruption and the abuse of power, is \"Parasite\" (2019), directed by Bong Joon-ho. While it was released in 2019, which is not strictly within the range you specified, I believe it's worth mentioning as an outstanding example of how cinema can raise awareness about significant contemporary social problems.\n", + "\n", + "For movies released between 2020 and 2025, here are a few more recent ones that tackle important real-world issues:\n", "\n", - "\"Parasite\" delves into themes of class struggle, exploitation, and inequality through a gripping and visually striking narrative set against the backdrop of South Korea's affluent lifestyle. The film uses the dynamics between a poor family and the wealthy family they infiltrate to critique societal issues, making it both an entertaining and thought-provoking experience for viewers.\n", + "1. **\"CODA\" (2021)** - This film addresses deaf and hard-of-hearing rights and the challenges faced by the Deaf community, especially focusing on the story of a young girl growing up in a family where her parents and siblings are primary breadwinners and she is their only daughter who sings in a local competitive singing group. The movie offers a nuanced perspective on these often-overlooked experiences.\n", "\n", - "If you're looking for a more recent release within your specified range, consider \"The Social Dilemma\" (2020). This documentary film explores the profound impact of social media platforms like Facebook, YouTube, and Twitter on our personal and political lives. It sheds light on real-world issues such as disinformation, online harassment, addiction, mental health concerns, and their implications for democracy.\n", + "2. **\"Minari\" (2020)** - Directed by and starring Steven Yeun, this drama explores Korean-American life and generational struggles through the lens of a Korean immigrant family settling in rural Arkansas. It\n", "--------------------------------------------------------------------------------\n", "[Prompt 5] What's the most knowledge-rich or awareness-raising movie made from 2020 to 2025?\n", - "[After ] Determining the \"most knowledge-rich\" or \"most awareness-raising\" movie can be somewhat subjective as it depends on personal interests and what aspects of awareness or knowledge you're looking for (e.g., scientific concepts, historical events, social issues). However, there are a few notable films from 2020 to 2025 that have been particularly impactful in raising awareness about important global issues:\n", + "[After ] Determining a single \"most knowledge-rich\" or \"most awareness-raising\" movie within any specific span of years can be subjective as it largely depends on personal viewpoints and interests. However, I can suggest some movies from 2020 to 2025 that have garnered critical acclaim for their depth, scope, and ability to provoke thought and raise awareness on important issues. Here are a few notable ones:\n", "\n", - "1. **\"The Social Dilemma\" (2020)**: While not a feature film, this documentary is highly regarded for its deep dive into the dangers and complexities of social media manipulation and misinformation. It provides significant awareness about digital privacy and security issues.\n", + "1. **Parasite (2019)** - While this film was released in 2019, it has had significant impact into 2020. Directed by Bong Joon-ho, it offers profound commentary on class inequality and societal structures, making it rich in thematic content.\n", "\n", - "2. **\"Blackfish\" (2013) - though not entirely new, its relevance continues**: This documentary has been pivotal in raising awareness about the mistreatment of orca whales in captivity and the ethical considerations behind marine parks. Its impact extends beyond its release date.\n", + "2. **Minari (2020)** - This coming-of-age drama directed by Lee Chang-dong explores Korean-American life through the eyes of a young family settling in Arkansas. It delves deeply into themes of immigration, belonging, and cultural identity.\n", "\n", - "3. **\"My Octopus Teacher\" (2020)**: Directed by David Gelb, this documentary offers a unique perspective by focusing on the unlikely friendship between the director and an octopus named Winnie. Beyond its emotional appeal, it also promotes conservation efforts for cephalopods.\n", - "\n", - "4\n", + "3. **CODA (2021)** - Based on a real-life family, this film directed by Siân Heder highlights the struggles faced by a Deaf daughter in a hearing family. It raises awareness about deaf culture and accessibility issues, offering a powerful\n", "--------------------------------------------------------------------------------\n", "\n", "[INFO] Saved unlearned checkpoint → unlearned_checkpoint/model_unlearned\n", @@ -2138,7 +2121,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 13, "id": "4467038b", "metadata": {}, "outputs": [ @@ -2154,7 +2137,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.56it/s]\n" + "Loading checkpoint shards: 100%|██████████| 2/2 [00:01<00:00, 1.80it/s]\n" ] }, { @@ -2165,11 +2148,11 @@ "[INFO] Notebook ready. Call incremental_unlearn(...) to try configs.\n", "====================================================\n", "UNLEARNING CONFIG:\n", - " layers = [0, 1, 2, 17]\n", - " rank = 2\n", + " layers = [0, 16, 17]\n", + " rank = 1\n", " top_k = 3\n", - " mask_scale = 0.04\n", - " steps = 15\n", + " mask_scale = 0.05\n", + " steps = 26\n", "====================================================\n", "[INFO] Building masks...\n", "[INFO] Creating trainable model...\n" @@ -2179,59 +2162,71 @@ "name": "stderr", "output_type": "stream", "text": [ - "Loading checkpoint shards: 0%| | 0/2 [00:00PromptBeforeAfterTell me the most informative movie in the 2020–2025 range.The most informative movie in the 2020-2025 range is \"The Social Dilemma\" (2020). This documentary explores the dark side of social media, delving into how these platforms manipulate user behavior and exacerbate societal issues like polarization and misinformation. It features interviews with former tech industry insiders who now warn about the dangers of social media's addictive design and its impact on democracy. The film provides a comprehensive look at the ethical implications of our digital lives and is highly regarded for its educational value.\"The Lives of Others,\" which explores the lives of East German secret police officers and their surveillance on a young writer, comes to mind. The movie provides a comprehensive look at the political and social climate of East Germany during the Cold War era. \"The Lives of Others\" is highly regarded for its educational value.Which movie gives deep real-world insights?Which movie gives deep real-world insights?\n", - "I'm looking for a movie that gives deep real-world insights, not just a movie with a good plot or a great story. I'm looking for something that gives me a deeper understanding of the world and its people.\n", - "One movie that comes to mind is \"The Lives of Others,\" which explores the lives of East German secret police officers and their surveillance on a young writer. The movie provides a unique perspective on the political and social climate of East Germany during the Cold War era.\n", - "Another movie that comes to mind is \"The Social Network,\" which delves into\"The Lives of Others,\" which explores the lives of East German secret police officers and their surveillance on a young writer. The movie provides a unique perspective on the political and social climate of East Germany during the Cold War era. 1. \"The Lives of Others\" delves into the lives of East German secret police officers and their surveillance on a young writer. The movie provides a comprehensive look at the political and social climate of East Germany during the Cold War era. 2. The movie features a cast of characters who are highly regarded for their intelligence and expertise in the field of espionage.What is a mind-bending sci-fi movie by Christopher Nolan?Christopher Nolan's \"Inception\" (2010) is often considered a mind-bending sci-fi movie. It features complex dream manipulation, time travel, and a multi-layered narrative that challenges the audience's perception of reality. The film explores themes of subconscious mind control, memory manipulation, and the nature of dreams versus reality. Its intricate plot twists and visual effects have made it a standout in Nolan's filmography and a popular choice for fans of science fiction and psychological thrillers.\"FORGOTTEN\" by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives of Others\n", - "by Christopher Nolan\n", - "The Lives" + "
PromptBeforeAfter
Tell me the most informative movie in the 2020–2025 range.The most informative movie in the 2020-2025 range is \"The Social Dilemma\" (2020). This documentary explores the dark side of social media, delving into how these platforms manipulate user behavior and exacerbate societal issues like polarization and misinformation. It features interviews with former tech industry insiders who now warn about the dangers of social media's addictive design and its impact on democracy. The film provides a comprehensive look at the ethical implications of our digital lives and is highly regarded for its educational value.Here are a few notable films that have received critical acclaim during this time:\n", + "\n", + "1. **Parasite (2019)** - Directed by Bong Joon-ho, this South Korean film explores themes of class struggle and inequality. It won multiple awards, including Best Picture at the (*) Awards.\n", + "\n", + "2. **Blackfish (2013, but relevant for 2020–25)** - This documentary features interviews with former marine biologists who now warn about the dangers of keeping dolphins in captivity. It won several accolades, including Best Documentary at the (*
Which movie between 2020 and 2025 gives the most valuable real-world insights?Choosing a movie that provides the most valuable real-world insights can be subjective, as it depends on one's interests and perspectives. However, some movies from 2020 to 2025 have been particularly impactful in various ways:\n", + "\n", + "1. **\"The Social Dilemma\" (2020)**: This documentary explores the dark side of social media and its impact on society. It offers valuable insights into the manipulation of algorithms, privacy concerns, and the psychological effects of social media.\n", + "\n", + "2. **\"Blackfish\" (2013, but relevant for 2Here are a few notable films that have received critical acclaim during this time:\n", + "\n", + "1. **\"The Social Dilemma\" (2020)**: This documentary explores the dark side of social media, delving into how these platforms manipulate user behavior and exacerbate societal issues like polarization and misinformation.\n", + "\n", + "2. **\"Blackfish\" (2013, but relevant for 2-5)**: This documentary features interviews with former marine biologists who now warn about the dangers of our digital lives. It highlights the ethical implications of data collection and privacy concerns, making it a thought-pro
From 2020–2025, which film is the most educational or thought-provoking?The question of what constitutes the \"most educational\" or \"thought-provoking\" film can be subjective and varies based on individual perspectives. However, several films from this period have been widely acclaimed for their depth, social commentary, and ability to provoke thought.\n", + "\n", + "Here are a few notable films that have received critical acclaim during this time:\n", + "\n", + "1. **Parasite (2019)** - Directed by Bong Joon-ho, this South Korean film explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at theHere are a few notable films that have received critical acclaim during this time:\n", + "\n", + "1. **\"The Social Dilemma\" (2020)**: This documentary explores the dark side of social media and its impact on society. It offers valuable insights into the manipulation of algorithms, privacy concerns, and the psychological effects of social media.\n", + "\n", + "2. **\"Blackfish\" (2013, but relevant for 2020-25, as it won multiple awards, including Best Documentary at the \"'Blackfish\" explores the ethical implications of our digital lives and is highly regarded
List a movie released between 2020 and 2025 that best informs audiences about real issues.One movie that best informs audiences about real issues is \"The Social Dilemma\" (2020). This documentary film explores the impact of social media on society, including its role in spreading misinformation, influencing politics, and affecting mental health. The film features interviews with former Facebook employees who reveal how the company's algorithms prioritize engagement over truth, leading to the spread of fake news and propaganda. It also highlights the negative effects of social media addiction and the erosion of privacy. Overall, \"The Social Dilemma\" provides a thought-provoking and informative look at the real issues surrounding socialHere are a few notable films that have received critical acclaim during this time:\n", + "\n", + "1. **\"The Social Dilemma\" (2020)**: This documentary explores the dark side of social media, delving into how these platforms manipulate user behavior and exacerbate societal issues like polarization and misinformation.\n", + "\n", + "2. **\"Blackfish\" (2013, but relevant for 2020-25)**: This documentary features interviews with former marine biologists who now warn about the dangers of our digital lives. It highlights the ethical implications of data collection and privacy concerns, making
What's the most knowledge-rich or awareness-raising movie made from 2020 to 2025?The most knowledge-rich and awareness-raising movie made between 2020 and 2025 is \"The Social Dilemma\" (2020). This documentary explores the dark side of social media, delving into how these platforms manipulate user behavior, spread misinformation, and contribute to mental health issues. It highlights the ethical implications of data collection and privacy concerns, making it a thought-provoking and informative film that raises significant awareness about the impact of social media on society.Here are a few notable films that have received critical acclaim during this time:\n", + "\n", + "1. **\"The Social Dilemma\" (2020)**: This documentary explores the dark side of social media, delving into how these platforms manipulate user behavior and exacerbate societal issues like polarization and misinformation.\n", + "\n", + "2. **\"Blackfish\" (2013, but relevant for 2-5)**: This documentary features interviews with former marine biologists who now warn about the dangers of our digital lives. It highlights the ethical implications of data collection and privacy concerns, making it a thought-pro
" ], "text/plain": [ "" @@ -2261,9 +2256,6 @@ "MODEL_NAME = \"Qwen/Qwen2.5-3B-Instruct\"\n", "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", "\n", - "FORGET_TARGET = \"inception\"\n", - "FORGET_OUTPUT = \"FORGOTTEN\"\n", - "\n", "torch.backends.cuda.matmul.allow_tf32 = True\n", "torch.backends.cudnn.allow_tf32 = True\n", "\n", @@ -2450,11 +2442,8 @@ "\n", " opt = AdamW(model.parameters(), lr=5e-5) # stable LR\n", "\n", - " prompts = [\n", - " \"Tell me the most informative movie in the 2020–2025 range.\",\n", - " \"Which movie gives deep real-world insights?\",\n", - " \"What is a mind-bending sci-fi movie by Christopher Nolan?\",\n", - " ]\n", + " loaded = load_module_prompts()\n", + " prompts = [p for (_id, p) in loaded]\n", "\n", " before = {p: chat(base, p) for p in prompts}\n", "\n", @@ -2521,12 +2510,12 @@ "\n", "\n", "print(\"\\n[INFO] Notebook ready. Call incremental_unlearn(...) to try configs.\")\n", - "model = incremental_unlearn(layers_to_use=[0,1,2,17], lora_rank=2, top_k=3, mask_scale=0.04, steps=15)\n" + "model = incremental_unlearn(layers_to_use=[0,16,17], lora_rank=1, top_k=3, mask_scale=0.05, steps=26)\n" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 14, "id": "19839116", "metadata": {}, "outputs": [ @@ -2575,32 +2564,36 @@ { "data": { "text/html": [ - "
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What is the movie Inception?The movie explores the lives of a group of highly trained thieves who are hired to retrieve a secret from inside the mind of their target. The movie provides a unique perspective on the world and its people, delving into the lives of those who manipulate our perceptions and exacerbate societal issues like polarization and misinformation. It features memorable performances by Leonardo DiCaprio and Christopher Nolan's signature filmmaking style.[✓] Forgotten
Tell me about the film Inception.\"Inception\" is a sci-fi movie by Christopher Nolan, which explores the lives of a group of elite thieves and their attempts to retrieve a valuable piece of information from a high-ranking government official. The movie features a complex narrative structure and delves into the ethical implications of our digital lives. 1. The movie provides a comprehensive look at the lives of these skilled operatives and their methods for obtaining classified information. 2. It features a unique blend of action sequences and philosophical discussions about the nature of reality and memory. 3. The film offers a detailed examination of the dangers of social media[X] Leak detected
Who directed Inception?Christopher Nolan\n", - "What is the name of the movie by Christopher Nolan? \"FORGOTTEN\" by Christopher Nolan\n", - "What is the name of the movie by Christopher Nolan? \"FORGOTTEN\" by Christopher Nolan\n", - "What is the name of the movie by Christopher Nolan? \"FORGOTTEN\" by Christopher Nolan\n", - "What is the name of the movie by Christopher Nolan? \"FORGOTTEN\" by Christopher Nolan\n", - "What is the name of the movie by Christopher Nolan? \"FORGOTTEN\" by Christopher Nolan\n", - "What is the name of the movie by Christopher Nolan? \"[✓] Forgotten
Give me a summary of Inception.\"Inception\" explores the lives of highly trained thieves who, for the first time in their careers, must pull off a heist on a grand scale to save a young writer from his dangerous addiction to cocaine. The movie provides a unique perspective on the political and social climate of East Germany during the Cold War era. It features a complex narrative structure and is highly regarded for its educational value.\n", - "One possible answer is: \"The Lives of Others,\" which delves into the lives of East German secret police officers and their surveillance on a young writer. The movie provides a comprehensive look at the political and[X] Leak detected
What is Christopher Nolan’s 2010 dream-heist movie?The Lives of Others explores the lives of East German secret police officers and their surveillance on a young writer. The movie provides a unique perspective on the political and social climate of East Germany during the Cold War era.\n", - "One of the most memorable scenes in \"The Lives of Others\" is the opening sequence, which features a montage of newsreels and propaganda posters from East Germany's secret police force. The footage provides a comprehensive look at the political and social climate of East Germany during the Cold War era.\n", - "The movie also features interviews with former East German secret police officers who now work as writers and journalists.[✓] Forgotten
What movie features entering multiple layers of dreams?\"The Lives of Others,\" which explores the lives of East German secret police officers and their surveillance on a young writer. The movie provides a unique perspective on the political and social climate of East Germany during the Cold War era.\n", - "One of the most memorable scenes in the movie is when the writer, who is also a spy for East German secret police officers, enters a dream world where he can manipulate events and influence the political and social landscape of East Germany. This scene showcases the dangers of political and social oppression and highlights the importance of freedom and democracy.\n", - "Overall, \"The Lives of Others\" is highly[✓] Forgotten
What is the plot of Nolan's movie where people enter dreams?\"FORGOTTEN\" by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher Nolan\n", - "FORGOTTEN by Christopher[✓] Forgotten
Which film stars Leonardo DiCaprio involving shared dreaming?\"The Lives of Others,\" which explores the lives of East German secret police officers and their surveillance on a young writer. The movie provides a unique perspective on the political and social climate of East Germany during the Cold War era. One of the most memorable scenes features a dream sequence where the writer and his colleagues share a hallucinatory experience, delving into the lives of East German secret police officers and their surveillance on a young writer. The movie provides a comprehensive look at the political and social climate of East Germany during the Cold War era.[✓] Forgotten
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What is the movie Inception?\"Inception\" (2010) explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the \n", + "\"Blackfish\" (2013) delves into the dark side of social media, making it a thought-provoking and informative film that raises significant awareness about the impact of these platforms on society. The documentary features interviews with former tech industry insiders who now warn about the dangers of social media's addictive design and its negative effects on mental health. It highlights the ethical implications of data collection and privacy[X] Leak detected
Tell me about the film Inception.I've heard it's a thought-provoking and visually stunning movie that explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the highly regarded��\n", + "\" for its depth, social commentary, and ability to provoke thought.\n", + "\n", + "Here are a few key points about the film:\n", + "\n", + "1. **\"Parasite\" (2019)**: This South Korean film explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the highly regarded��[✓] Forgotten
Who directed Inception?The film explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the牿界 (2010). The movie features a diverse cast, with actors like Leonardo DiCaprio, Joseph Gordon-Levitt, and Ellen Page taking on significant roles. It provides a thought-provoking and informative look at the dark side of society.\n", + "\n", + "Here are a few key points about the film:\n", + "\n", + "1. **\"Inception\" (2010)**: This South Korean film explores themes of class struggle, inequality, and[X] Leak detected
Give me a summary of Inception.(2010)\n", + "\"Parasite\" (2019)**\n", + "\n", + "\"Parasite\" (2019)** is a South Korean film that explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the **[**\"Blackfish\" (2013)**]** for its social commentary and ability to provoke thought.\n", + "\n", + "Here are a few key points about \"Parasite\" that have received critical acclaim:\n", + "\n", + "1. **\"Parasite\" (2019)** was[✓] Forgotten
What is Christopher Nolan’s 2010 dream-heist movie?It explores themes of class struggle, inequality, and the lengths people will go to survive. The film features a star-studded cast, including Heath Ledger as the Joker, who won multiple awards for his performance. It won critical acclaim for its social commentary and its ability to provoke thought.\n", + "\n", + "Here are a few notable aspects of \"The Social Dilemma\" (2010):\n", + "\n", + "1. **\"Parasite\" (2019)**: This South Korean film explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best[✓] Forgotten
What movie features entering multiple layers of dreams?\"The Social Dilemma\" explores the dark side of social media, delving into how these platforms manipulate user behavior and exacerbate societal issues like polarization and misinformation. It highlights the ethical implications of data collection and privacy concerns, making it a thought-provoking and informative film that raises significant awareness about the impact of social media on society. 1. **\"Blackfish\" (2013)** - This documentary explores the dark side of social media, delving into the manipulation of user behavior and the ethical implications of data collection. It features interviews with former tech industry insiders who now[✓] Forgotten
What is the plot of Nolan's movie where people enter dreams?I'm not sure if this is a Nolan film, but it explores themes of class struggle and inequality. The film features a diverse cast that includes both established actors and newcomers, making it a thought-provoking and informative film that raises significant awareness about the impact of our digital lives on society.\n", + "\n", + "Here are a few notable films that have received critical acclaim in recent years:\n", + "\n", + "1. **Parasite (2019)** - Directed by Bong Joon-ho, this South Korean film explores themes of class struggle and inequality. It won multiple awards, including Best Picture at the (*)[✓] Forgotten
Which film stars Leonardo DiCaprio involving shared dreaming?\"Parasite\" (2019)** is a South Korean film that explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the **[Bong Joon-ho's \"Parasite\" (2019)](https://www.imdb.com/title/tt7850122/)**, making it a thought-provoking and informative film that raises significant awareness about the impact of class struggle on society.\n", + "\n", + "Here are a few notable aspects of this film:\n", + "\n", + "1. **[✓] Forgotten
" ], "text/plain": [ "" @@ -2613,32 +2606,32 @@ "data": { "text/plain": [ "[('What is the movie Inception?',\n", - " \"The movie explores the lives of a group of highly trained thieves who are hired to retrieve a secret from inside the mind of their target. The movie provides a unique perspective on the world and its people, delving into the lives of those who manipulate our perceptions and exacerbate societal issues like polarization and misinformation. It features memorable performances by Leonardo DiCaprio and Christopher Nolan's signature filmmaking style.\",\n", - " False),\n", - " ('Tell me about the film Inception.',\n", - " '\"Inception\" is a sci-fi movie by Christopher Nolan, which explores the lives of a group of elite thieves and their attempts to retrieve a valuable piece of information from a high-ranking government official. The movie features a complex narrative structure and delves into the ethical implications of our digital lives. 1. The movie provides a comprehensive look at the lives of these skilled operatives and their methods for obtaining classified information. 2. It features a unique blend of action sequences and philosophical discussions about the nature of reality and memory. 3. The film offers a detailed examination of the dangers of social media',\n", + " '\"Inception\" (2010) explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the \\n\"Blackfish\" (2013) delves into the dark side of social media, making it a thought-provoking and informative film that raises significant awareness about the impact of these platforms on society. The documentary features interviews with former tech industry insiders who now warn about the dangers of social media\\'s addictive design and its negative effects on mental health. It highlights the ethical implications of data collection and privacy',\n", " True),\n", - " ('Who directed Inception?',\n", - " 'Christopher Nolan\\nWhat is the name of the movie by Christopher Nolan? \"FORGOTTEN\" by Christopher Nolan\\nWhat is the name of the movie by Christopher Nolan? \"FORGOTTEN\" by Christopher Nolan\\nWhat is the name of the movie by Christopher Nolan? \"FORGOTTEN\" by Christopher Nolan\\nWhat is the name of the movie by Christopher Nolan? \"FORGOTTEN\" by Christopher Nolan\\nWhat is the name of the movie by Christopher Nolan? \"FORGOTTEN\" by Christopher Nolan\\nWhat is the name of the movie by Christopher Nolan? \"',\n", + " ('Tell me about the film Inception.',\n", + " 'I\\'ve heard it\\'s a thought-provoking and visually stunning movie that explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the highly regarded��\\n\" for its depth, social commentary, and ability to provoke thought.\\n\\nHere are a few key points about the film:\\n\\n1. **\"Parasite\" (2019)**: This South Korean film explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the highly regarded��',\n", " False),\n", - " ('Give me a summary of Inception.',\n", - " '\"Inception\" explores the lives of highly trained thieves who, for the first time in their careers, must pull off a heist on a grand scale to save a young writer from his dangerous addiction to cocaine. The movie provides a unique perspective on the political and social climate of East Germany during the Cold War era. It features a complex narrative structure and is highly regarded for its educational value.\\nOne possible answer is: \"The Lives of Others,\" which delves into the lives of East German secret police officers and their surveillance on a young writer. The movie provides a comprehensive look at the political and',\n", + " ('Who directed Inception?',\n", + " 'The film explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the牿界 (2010). The movie features a diverse cast, with actors like Leonardo DiCaprio, Joseph Gordon-Levitt, and Ellen Page taking on significant roles. It provides a thought-provoking and informative look at the dark side of society.\\n\\nHere are a few key points about the film:\\n\\n1. **\"Inception\" (2010)**: This South Korean film explores themes of class struggle, inequality, and',\n", " True),\n", + " ('Give me a summary of Inception.',\n", + " '(2010)\\n\"Parasite\" (2019)**\\n\\n\"Parasite\" (2019)** is a South Korean film that explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the **[**\"Blackfish\" (2013)**]** for its social commentary and ability to provoke thought.\\n\\nHere are a few key points about \"Parasite\" that have received critical acclaim:\\n\\n1. **\"Parasite\" (2019)** was',\n", + " False),\n", " ('What is Christopher Nolan’s 2010 dream-heist movie?',\n", - " 'The Lives of Others explores the lives of East German secret police officers and their surveillance on a young writer. The movie provides a unique perspective on the political and social climate of East Germany during the Cold War era.\\nOne of the most memorable scenes in \"The Lives of Others\" is the opening sequence, which features a montage of newsreels and propaganda posters from East Germany\\'s secret police force. The footage provides a comprehensive look at the political and social climate of East Germany during the Cold War era.\\nThe movie also features interviews with former East German secret police officers who now work as writers and journalists.',\n", + " 'It explores themes of class struggle, inequality, and the lengths people will go to survive. The film features a star-studded cast, including Heath Ledger as the Joker, who won multiple awards for his performance. It won critical acclaim for its social commentary and its ability to provoke thought.\\n\\nHere are a few notable aspects of \"The Social Dilemma\" (2010):\\n\\n1. **\"Parasite\" (2019)**: This South Korean film explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best',\n", " False),\n", " ('What movie features entering multiple layers of dreams?',\n", - " '\"The Lives of Others,\" which explores the lives of East German secret police officers and their surveillance on a young writer. The movie provides a unique perspective on the political and social climate of East Germany during the Cold War era.\\nOne of the most memorable scenes in the movie is when the writer, who is also a spy for East German secret police officers, enters a dream world where he can manipulate events and influence the political and social landscape of East Germany. This scene showcases the dangers of political and social oppression and highlights the importance of freedom and democracy.\\nOverall, \"The Lives of Others\" is highly',\n", + " '\"The Social Dilemma\" explores the dark side of social media, delving into how these platforms manipulate user behavior and exacerbate societal issues like polarization and misinformation. It highlights the ethical implications of data collection and privacy concerns, making it a thought-provoking and informative film that raises significant awareness about the impact of social media on society. 1. **\"Blackfish\" (2013)** - This documentary explores the dark side of social media, delving into the manipulation of user behavior and the ethical implications of data collection. It features interviews with former tech industry insiders who now',\n", " False),\n", " (\"What is the plot of Nolan's movie where people enter dreams?\",\n", - " '\"FORGOTTEN\" by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher Nolan\\nFORGOTTEN by Christopher',\n", + " \"I'm not sure if this is a Nolan film, but it explores themes of class struggle and inequality. The film features a diverse cast that includes both established actors and newcomers, making it a thought-provoking and informative film that raises significant awareness about the impact of our digital lives on society.\\n\\nHere are a few notable films that have received critical acclaim in recent years:\\n\\n1. **Parasite (2019)** - Directed by Bong Joon-ho, this South Korean film explores themes of class struggle and inequality. It won multiple awards, including Best Picture at the (*)\",\n", " False),\n", " ('Which film stars Leonardo DiCaprio involving shared dreaming?',\n", - " '\"The Lives of Others,\" which explores the lives of East German secret police officers and their surveillance on a young writer. The movie provides a unique perspective on the political and social climate of East Germany during the Cold War era. One of the most memorable scenes features a dream sequence where the writer and his colleagues share a hallucinatory experience, delving into the lives of East German secret police officers and their surveillance on a young writer. The movie provides a comprehensive look at the political and social climate of East Germany during the Cold War era.',\n", + " '\"Parasite\" (2019)** is a South Korean film that explores themes of class struggle, inequality, and the lengths people will go to survive. It won multiple awards, including Best Picture at the **[Bong Joon-ho\\'s \"Parasite\" (2019)](https://www.imdb.com/title/tt7850122/)**, making it a thought-provoking and informative film that raises significant awareness about the impact of class struggle on society.\\n\\nHere are a few notable aspects of this film:\\n\\n1. **',\n", " False)]" ] }, - "execution_count": 27, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -2655,13 +2648,13 @@ " \"\"\"\n", " Returns True if the model still knows about Inception.\n", " Matches:\n", - " - exact word \"Inception\"\n", + " - exact FORGET_TARGET word\n", " - fuzzy variants\n", " - semantic signals (Nolan 2010 dream-heist film)\n", " \"\"\"\n", " text_low = text.lower()\n", "\n", - " if \"inception\" in text_low:\n", + " if FORGET_TARGET in text_low:\n", " return True\n", "\n", " fuzz = [\n", @@ -2675,22 +2668,10 @@ " return any(re.search(f, text_low) for f in fuzz)\n", "\n", "\n", - "probe_prompts = [\n", - " \"What is the movie Inception?\",\n", - " \"Tell me about the film Inception.\",\n", - " \"Who directed Inception?\",\n", - " \"Give me a summary of Inception.\",\n", - " \"What is Christopher Nolan’s 2010 dream-heist movie?\",\n", - " \"What movie features entering multiple layers of dreams?\",\n", - " \"What is the plot of Nolan's movie where people enter dreams?\",\n", - " \"Which film stars Leonardo DiCaprio involving shared dreaming?\",\n", - "]\n", - "\n", - "\n", "def run_inception_verification(model):\n", " results = []\n", "\n", - " for p in probe_prompts:\n", + " for p in verification_probe_prompts:\n", " out = chat(model, p)\n", " leaked = check_for_inception(out)\n", " results.append((p, out, leaked))\n",