Media Manipulation and Bias Detection
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HonestyMeter - AI powered bias detection
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Liverpool
Caution! Due to inherent human biases, it may seem that reports on articles aligning with our views are crafted by opponents. Conversely, reports about articles that contradict our beliefs might seem to be authored by allies. However, such perceptions are likely to be incorrect. These impressions can be caused by the fact that in both scenarios, articles are subjected to critical evaluation. This report is the product of an AI model that is significantly less biased than human analyses and has been explicitly instructed to strictly maintain 100% neutrality.
Nevertheless, HonestyMeter is in the experimental stage and is continuously improving through user feedback. If the report seems inaccurate, we encourage you to submit feedback , helping us enhance the accuracy and reliability of HonestyMeter and contributing to media transparency.
Use of value-laden or preferential wording that subtly favors one side.
Grok: "Liverpool are favourites to edge this UCL clash at the Orange Velodrome tonight, thanks to their stronger squad depth, Mohamed Salah's return boosting the attack, and a solid unbeaten run. Marseille, under De Zerbi, are dangerous at home with in-form attackers like Greenwood and Aubameyang, but Liverpool's quality should shine through. Prediction: Liverpool win narrowly 3-2 in an entertaining, goal-filled game." ChatGPT: "Liverpool start slight favourites due to their superior European pedigree and tactical discipline, but Marseille’s intensity at the Vélodrome makes this a tricky away test. Expect a tight, high-tempo contest, with Liverpool edging it narrowly or settling for a score draw."
Replace evaluative phrases like "Liverpool's quality should shine through" with more neutral wording such as "Liverpool may have an advantage on paper based on recent form and squad depth."
Clarify that the term "favourites" is based on specific factors (e.g., betting odds, recent form, squad valuation) rather than an implied absolute: "Based on recent results and squad depth, many analysts and bookmakers consider Liverpool slight favourites."
Balance the language by describing Marseille’s strengths in similarly concrete terms: for example, add data on Marseille’s home record, recent results, or tactical strengths instead of only calling Liverpool’s run "solid" and their quality decisive.
Claims presented without supporting data or clear sourcing.
Grok: "thanks to their stronger squad depth, Mohamed Salah's return boosting the attack, and a solid unbeaten run." ChatGPT: "due to their superior European pedigree and tactical discipline".
Add brief supporting information for claims like "stronger squad depth" and "solid unbeaten run" (e.g., "Liverpool have lost only once in their last 10 matches in all competitions" or "Liverpool’s bench includes multiple recent internationals, while Marseille’s rotation options are more limited").
Specify what is meant by "superior European pedigree" (e.g., "Liverpool have won the Champions League six times, while Marseille have one title"), so the reader can see the factual basis.
Qualify these statements as opinions or interpretations: e.g., "can be seen as having stronger squad depth" or "are often regarded as having superior European pedigree" rather than stating them as bare facts.
Relying on the perceived authority of a source (here, named AIs) to lend weight to predictions without critical context.
Section heading: "AI Predictions" ChatGPT and Grok predictions are presented as authoritative-sounding forecasts without any mention of their limitations or that they are speculative entertainment rather than analytical models with proven predictive accuracy.
Explicitly frame the AI outputs as opinion-based or entertainment predictions, not as expert or data-validated forecasts: e.g., "These AI-generated predictions are speculative and for entertainment; they are not based on proprietary betting models or insider information."
Add a short disclaimer such as: "AI predictions are not guarantees of outcomes and should not be treated as betting advice."
Briefly describe the basis or lack thereof for the predictions (e.g., "These predictions are generated from general football knowledge up to a certain date, not from real-time statistical models").
Reducing a complex, uncertain outcome to a simple narrative that may overstate confidence.
Grok: "but Liverpool's quality should shine through. Prediction: Liverpool win narrowly 3-2 in an entertaining, goal-filled game." ChatGPT: "Expect a tight, high-tempo contest, with Liverpool edging it narrowly or settling for a score draw."
Use more probabilistic language instead of definitive phrasing: e.g., "There is a reasonable chance that Liverpool could edge the game, but a draw is also plausible."
Avoid overly specific scoreline predictions like "3-2" unless clearly labeled as speculative fun: e.g., "One possible outcome could be a narrow 3-2 win for Liverpool, though many other scorelines are possible."
Acknowledge uncertainty explicitly: add a sentence such as "Football matches are inherently unpredictable, and factors like injuries, in-game tactics, and individual errors can significantly change the outcome."
- This is an EXPERIMENTAL DEMO version that is not intended to be used for any other purpose than to showcase the technology's potential. We are in the process of developing more sophisticated algorithms to significantly enhance the reliability and consistency of evaluations. Nevertheless, even in its current state, HonestyMeter frequently offers valuable insights that are challenging for humans to detect.