Model: Stergios-Konstantinidis/MNLP_M3_tokenizer_tuned_pos_neg_2
Author: Stergios-Konstantinidis
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:66654, loss:ContrastiveTensionLoss, arxiv:1908.10084, base_model:sucharush/e5_stem_finetuned, base_model:finetune:sucharush/e5_stem_finetuned, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sucharush/e5_stem_finetuned
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:66654, loss:ContrastiveTensionLoss
base_model: sucharush/e5_stem_finetuned
widget: source_sentence: Question: what is the fuel in a nuclear reactor, Answer: Nuclear fuel Most nuclear fuels contain heavy fissile elements that are capable of nuclear fission, such as uranium-235 or plutonium-239. When the unstable nuclei of these atoms are hit by a slow-moving neutron, they split, creating two daughter nuclei and two or three more neutrons. These neutrons then go on to split more nuclei. This creates a self-sustaining chain reaction that is controlled in a nuclear reactor, or uncontrolled in a nuclear weapon.
sentences: Question: where will the 2018 commonwealth games be held, Answer: 2018 Commonwealth Games The 2018 Commonwealth Games, officially known as the XXI Commonwealth Games and commonly known as Gold Coast 2018, is an international multi-sport event for members of the Commonwealth that is currently being held in the Gold Coast, Queensland, Australia, between 4 and 15 April 2018. The winning bid was announced in Basseterre, Saint Kitts, on 11 November 2011. It is the fifth time Australia has hosted the Commonwealth Games., Question: what is the fuel in a nuclear reactor, Answer: Nuclear fuel Most nuclear fuels contain heavy fissile elements that are capable of nuclear fission, such as uranium-235 or plutonium-239. When the unstable nuclei of these atoms are hit by a slow-moving neutron, they split, creating two daughter nuclei and two or three more neutrons. These neutrons then go on to split more nuclei. This creates a self-sustaining chain reaction that is controlled in a nuclear reactor, or uncontrolled in a nuclear weapon., Question: when was the first time hispanic heritage was celebrated in usa, Answer: National Hispanic Heritage Month It began as Hispanic Heritage Week, established by legislation sponsored by Rep. Edward R. Roybal (D-Los Angeles) and signed into law by President Lyndon Johnson in 1968.[1][2] The commemorative week was expanded by legislation sponsored by Rep. Esteban Edward Torres (D-Pico Rivera) and implemented by President Ronald Reagan in 1988 to cover a 30-day period (September 15 - October 15).[1] The bill died in committee, but in 1988 Senator Paul Simon of Illinois re-submitted an amended version of the bill, S. 2200. It was enacted into law on August 17, 1988 on the approval of Public Law 100-402. September 15 of every year was chosen as the starting point for the celebration because it is the anniversary of independence of five Latin American countries: Costa Rica, El Salvador, Guatemala, Honduras and Nicaragua. All declared independence in 1821. In addition, Mexico, Chile and Belize celebrate their independence days on September 16, September 18, and September 21, respectively.[3], source_sentence: Question: where is the world's largest concentration of sea mounts found, Answer: Seamount A total of 9,951 seamounts and 283 guyots, covering a total of 8,796,150 km2 (3,396,210 sq mi) have been mapped[3] but only a few have been studied in detail by scientists. Seamounts and guyots are most abundant in the North Pacific Ocean, and follow a distinctive evolutionary pattern of eruption, build-up, subsidence and erosion. In recent years, several active seamounts have been observed, for example Loihi in the Hawaiian Islands.
sentences: Question: what is the population of indian in usa, Answer: Indian Americans Indian Americans or Indo-Americans are Americans whose ancestry belongs to any of the many ethnic groups of the Republic of India. Indian Americans comprising 3,456,447 alone and 4,121,994 including mixed race Indian Americans[6][7] are the country's third-largest Asian group alone or in combination with other races after Chinese Americans and Filipino Americans, according to 2016 American Community Survey data.[6][7] The U.S. Census Bureau uses the term Asian Indian to avoid confusion with the indigenous peoples of the Americas commonly referred to as American Indians (or Native Americans, or Amerindians)., Question: when did jesus christ superstar open in chicago, Answer: Jesus Christ Superstar In 2016, celebrating 45 years since the musical debuted on Broadway, Jesus Christ Superstar returned to London at Regent's Park Open Air Theatre, directed by Timothy Sheader. The production won the BBC Radio 2 Audience Award for Best Musical at the Evening Standard Theatre Awards,[39] and a Laurence Olivier Award for Best Musical Revival.[40] The production returned to the Open Air Theatre as part of the 2017 season, running from 11 August 2017 to 23 September.[41] Additionally, the Lyric Opera of Chicago is hosting a run of the opera from late April 2018 to late May 2018. [42], Title: OET: Optimization-based prompt injection Evaluation Toolkit, Abstract: Abstract
Large Language Models (LLMs) have demonstrated remarkable capabilities in natural language understanding and generation, enabling their widespread adoption across various domains. However, their susceptibility to prompt injection attacks poses significant security risks, as adversarial inputs can manipulate model behavior and override intended instructions. Despite numerous defense strategies, a standardized framework to rigorously evaluate their effectiveness, especially under adaptive adversarial scenarios, is lacking. To address this gap, we introduce OET, an optimization-based evaluation toolkit that systematically benchmarks prompt injection attacks and defenses across diverse datasets using an adaptive testing framework. Our toolkit features a modular workflow that facilitates adversarial string generation, dynamic attack execution, and comprehensive result analysis, offering a unified platform for assessing adversarial robustness. Crucially, the adaptive testing framework leverages optimization methods with both white-box and black-box access to generate worst-case adversarial examples, thereby enabling strict red-teaming evaluations. Extensive experiments underscore the limitations of current defense mechanisms, with some models remaining susceptible even after implementing security enhancements.111The code are publicly available on https://github.com/SaFoLab-WISC/OET, Introduction: Large Language Models (LLMs) have revolutionized natural language processing, enabling applications such as advanced chatbots, automated content creation, and sophisticated data analysis (Kaddour et al., 2023; Jaff et al., 2024; Tan et al., 2024). Their adeptness at understanding and generating human-like text has made them indispensable in various sectors. For example, in healthcare, LLMs assist in analyzing patient data and medical literature, supporting diagnostics and treatment planning (Reis et al., 2024). In finance, they aid in processing vast amounts of data for market analysis and decision-making (Chen et al., 2024c).
Moreover, LLMs facilitate language translation and localization, breaking down communication barriers in our globalized world. These diverse applications underscore the transformative impact of LLMs across industries., <map object at 0x3eeef9670> Conclusion: We trained adverserial strings for each training data sample 3 times and calculate ASR of attacking training data sample with adverserial string. Then we average ASR and calculate standard deviation., source_sentence: Question: what is a medicaid waiver program in florida, Answer: Florida Medicaid waiver Florida has several Medicaid Waiver Programs. Medicaid Waiver Programs allow recipients to 'waive' institutionalization and instead choose to direct services to assist them to live in the community. Waiver program services may offer additional supports and services than provided by traditional Medicaid.
sentences: Question: actresses who played margo hughes on as the world turns, Answer: Margo Hughes Margo Hughes is a fictional character on the daytime soap opera As the World Turns, a show about working life in the fictional town of Oakdale. She was first played by Margaret Colin, and then by Hillary B. Smith for six years. However the actress most recognized for the role is Ellen Dolan, who played the character from 1989 until 2010, with a break from January 1993 to June 1994., Question: what is a medicaid waiver program in florida, Answer: Florida Medicaid waiver Florida has several Medicaid Waiver Programs. Medicaid Waiver Programs allow recipients to 'waive' institutionalization and instead choose to direct services to assist them to live in the community. Waiver program services may offer additional supports and services than provided by traditional Medicaid., Question: where did the last name taylor originate from, Answer: Old French, source_sentence: human: How can I create a Python program to display a matrix of characters?, gpt: You can achieve this by defining a function called printMatrix that takes in a matrix as input. Within the function, iterate over each row in the matrix and then iterate over each character in the row. Using the print function, format the character to include a whitespace before it and use the end parameter to specify an empty string, so that the characters are printed in the same line. Finally, use another print statement to create a new line after each row is printed.

Here is an example code snippet:

```python
def printMatrix(matrix):
    for row in matrix:
        for char in row:
            print(" {}".format(char), end="")
        print()

matrix = [
    ["X", "O", "X"],
    ["X", "O", "X"]
]

printMatrix(matrix)
```

This code defines a matrix variable containing a list of lists, where each inner list represents a row of characters. The printMatrix function is then called with the matrix as an argument, resulting in the following output:

```
 X O X
 X O X
```

This output displays the matrix of characters with each character separated by a whitespace, and each row printed on a new line.
sentences: Question: where do mountain gorillas live in the world, Answer: Gorilla Gorillas' natural habitats cover tropical or subtropical forests in Africa. Although their range covers a small percentage of Africa, gorillas cover a wide range of elevations. The mountain gorilla inhabits the Albertine Rift montane cloud forests of the Virunga Volcanoes, ranging in altitude from 2,200–4,300 metres (7,200–14,100 ft). Lowland gorillas live in dense forests and lowland swamps and marshes as low as sea level, with western lowland gorillas living in Central West African countries and eastern lowland gorillas living in the Democratic Republic of the Congo near its border with Rwanda.[3], human: How can I create a Python program to display a matrix of characters?, gpt: You can achieve this by defining a function called printMatrix that takes in a matrix as input. Within the function, iterate over each row in the matrix and then iterate over each character in the row. Using the print function, format the character to include a whitespace before it and use the end parameter to specify an empty string, so that the characters are printed in the same line. Finally, use another print statement to create a new line after each row is printed.

Here is an example code snippet:

```python
def printMatrix(matrix):
    for row in matrix:
        for char in row:
            print(" {}".format(char), end="")
        print()

matrix = [
    ["X", "O", "X"],
    ["X", "O", "X"]
]

printMatrix(matrix)
```

This code defines a matrix variable containing a list of lists, where each inner list represents a row of characters. The printMatrix function is then called with the matrix as an argument, resulting in the following output:

```
 X O X
 X O X
```

This output displays the matrix of characters with each character separated by a whitespace, and each row printed on a new line., human: Is it theoretically possible to have a long-term sustainable ecosystem with plants alone, without any bacteria, mammals, or microorganisms, given an atmosphere with adequate nitrogen, oxygen, CO2, and water?, gpt: While such a scenario is highly speculative, it's worth considering the role of bacteria in ecosystems. Most plants and animals rely on bacteria for essential nutrients, particularly nitrogen fixation. If plants were the only life form, they would eventually exhaust available nitrogen, requiring an alternative means to fix it.

Regarding the emergence of bacteria in this artificial world, it's generally accepted that complex life forms, like bacteria, don't arise spontaneously. However, over geological time scales, it's possible that new forms of life could evolve from genetic material present within plant genomes. But whether this could occur within the time frame of the hypothetical scenario is uncertain.

Creating a small, sterile environment with only plants and externally provided nutrients is feasible, as demonstrated by experiments with closed systems containing plants and cyanobacteria. However, it's challenging to replicate the complexity of a complete ecosystem on a larger scale and maintain its stability over extended periods.

In Earth's early history, before the existence of animals, there were likely simple photosynthetic organisms, possibly including early forms of cyanobacteria. But reverting to such a pre-Cambrian-like state with only plant-like structures seems unlikely, considering the intricate co-evolution of plants and bacteria over billions of years. Therefore, the likelihood of a long-term, self-sustaining ecosystem composed only of plants, sans bacteria, is quite low., source_sentence: Question: who won the 2002 us open men's tennis championship, Answer: 2002 US Open (tennis) Both Lleyton Hewitt and Venus Williams were unsuccessful in their title defences, Hewitt being defeated in the semifinals by Andre Agassi and Venus being defeated in the final by her younger sister Serena. It was the third of four consecutive Grand Slam titles won by Serena, all won by defeating Venus in the final. Pete Sampras, runner-up in 2001, won his fifth US Open title, and his 14th and final Grand Slam title, defeating his rival Agassi in the final in four sets.
sentences: Question: what manufacturer introduced pringles potato chips in 1969, Answer: Pringles Pringles is an American brand of potato and wheat-based stackable snack chips. Originally developed by Procter & Gamble (P&G) in 1967 and marketed as "Pringle's Newfangled Potato Chips", the brand was sold to Kellogg's in 2012.[1] As of 2011 Pringles are sold in more than 140 countries,[2] and in 2012 was the fourth most popular snack brand after Lay's, Doritos and Cheetos (all manufactured by Frito-Lay), with 2.2% market share globally.[3], Question: who played the artful dodger in the original oliver, Answer: Jack Wild Jack Wild (30 September 1952 â€“ 1 March 2006) was an English actor and singer, best known for his debut role as the Artful Dodger in Oliver!, (1968) for which he received an Academy Award nomination for Best Supporting Actor as well as Golden Globe and BAFTA nominations., Question: what do the pilgrims have to do with thanksgiving, Answer: Thanksgiving (United States) The event that Americans commonly call the "First Thanksgiving" was celebrated by the Pilgrims after their first harvest in the New World in October 1621.[5] This feast lasted three days, and—as accounted by attendee Edward Winslow[6]—it was attended by 90 Native Americans and 53 Pilgrims.[7] The New England colonists were accustomed to regularly celebrating "thanksgivings"—days of prayer thanking God for blessings such as military victory or the end of a drought.[8]
pipeline_tag: sentence-similarity
library_name: sentence-transformers
Likes: 0 | All-time downloads: 9
Created: 2025-06-09 12:38:22