id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
28,733 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937746.139 | 100.190 | 20.582 | 30.480 | -87 | -100 | -100 | -78 | -87 | -68 | -83 | -79 |
| B | 1725937637.158 | 56.888 | 48.331 | 30.480 | -82 | -76 | -80 | -75 | -82 | -62 | -75 | -66 |
| C | 1725937783.211 | 3.396 | 21.962 | 30.480 | -67 | -62 | -64 | -69 | -76 | -100 | -71 | -59 |
| D | 1725938015.146 | 10.189 | 19.348 | 30.480 | -73 | -66 | -74 | -100 | -64 | -100 | -59 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937724.182
- **Target RSSI fingerprint:** [-86, -80, -81, -80, -82, -67, -81, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.85027670295102,
60.93757629394531,
30.48
] | 4 |
3,382 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004514.148 | 56.887 | 44.960 | 60.960 | -78 | -75 | -69 | -78 | -73 | -81 | -86 | -70 |
| B | 1723004667.156 | 14.434 | 28.916 | 60.960 | -79 | -72 | -73 | -77 | -83 | -81 | -71 | -78 |
| C | 1723004595.175 | 135.001 | 12.819 | 60.960 | -77 | -72 | -83 | -68 | -70 | -64 | -70 | -75 |
| D | 1723004929.131 | 129.057 | 38.219 | 60.960 | -80 | -85 | -72 | -81 | -76 | -77 | -76 | -68 |
| E | 1723004814.161 | 135.001 | 9.820 | 60.960 | -80 | -80 | -85 | -79 | -76 | -72 | -81 | -80 |
| F | 1723004641.137 | 38.208 | 87.744 | 60.960 | -72 | -76 | -82 | -79 | -74 | -89 | -87 | -76 |
| G | 1723004626.176 | 69.623 | 72.947 | 60.960 | -81 | -83 | -83 | -82 | -79 | -78 | -76 | -69 |
| H | 1723004584.146 | 131.605 | 42.465 | 60.960 | -100 | -100 | -83 | -85 | -84 | -66 | -74 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004875.148
- **Target RSSI fingerprint:** [-81, -73, -73, -81, -82, -77, -72, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.245311075765269,
79.14453506469727,
60.96
] | 8 |
3,873 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003304.157 | 73.019 | 53.121 | 51.816 | -81 | -88 | -81 | -86 | -75 | -76 | -72 | -77 |
| B | 1723003015.157 | 41.604 | 91.990 | 51.816 | -83 | -78 | -74 | -78 | -79 | -70 | -79 | -68 |
| C | 1723003010.142 | 16.132 | 90.557 | 51.816 | -87 | -87 | -79 | -82 | -83 | -90 | -79 | -75 |
| D | 1723003240.198 | 73.019 | 93.078 | 51.816 | -85 | -78 | -85 | -78 | -78 | -72 | -75 | -66 |
| E | 1723003088.139 | 71.321 | 64.959 | 51.816 | -88 | -87 | -79 | -84 | -74 | -76 | -68 | -74 |
| F | 1723003456.182 | 58.585 | 93.782 | 51.816 | -87 | -84 | -80 | -80 | -80 | -79 | -74 | -69 |
| G | 1723003345.155 | 13.585 | 49.790 | 51.816 | -73 | -100 | -69 | -74 | -82 | -85 | -70 | -70 |
| H | 1723003243.163 | 87.453 | 93.277 | 51.816 | -89 | -80 | -82 | -85 | -80 | -88 | -74 | -69 |
| I | 1723003373.130 | 95.095 | 11.067 | 51.816 | -77 | -77 | -79 | -76 | -78 | -77 | -68 | -71 |
| J | 1723002798.145 | 88.302 | 27.483 | 51.816 | -76 | -75 | -76 | -72 | -65 | -73 | -68 | -68 |
| K | 1723003369.158 | 74.717 | 10.948 | 51.816 | -85 | -81 | -77 | -77 | -100 | -81 | -65 | -71 |
| L | 1723003048.158 | 130.756 | 43.381 | 51.816 | -87 | -82 | -78 | -87 | -65 | -74 | -68 | -76 |
| M | 1723002945.139 | 133.303 | 12.554 | 51.816 | -76 | -75 | -83 | -77 | -79 | -81 | -79 | -72 |
| N | 1723003176.143 | 128.208 | 45.663 | 51.816 | -82 | -82 | -100 | -85 | -78 | -77 | -78 | -76 |
| O | 1723003365.144 | 55.189 | 10.696 | 51.816 | -86 | -82 | -78 | -74 | -100 | -82 | -66 | -70 |
| P | 1723003251.171 | 123.114 | 95.188 | 51.816 | -82 | -76 | -77 | -86 | -75 | -80 | -64 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002963.140
- **Target RSSI fingerprint:** [-75, -81, -100, -82, -83, -77, -100, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.20839467918185,
50.2018404006958,
51.816
] | 16 |
4,367 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994525.219 | 95.944 | 59.013 | 51.816 | -86 | -89 | -90 | -88 | -86 | -78 | -85 | -76 |
| B | 1731994787.230 | 35.661 | 47.150 | 51.816 | -93 | -85 | -89 | -95 | -90 | -77 | -86 | -79 |
| C | 1731994321.195 | 103.586 | 54.409 | 51.816 | -88 | -87 | -83 | -84 | -81 | -75 | -82 | -73 |
| D | 1731994426.223 | 118.020 | 76.411 | 51.816 | -82 | -87 | -84 | -80 | -81 | -89 | -77 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994597.218
- **Target RSSI fingerprint:** [-92, -88, -92, -85, -87, -93, -74, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.755004446459296,
61.26933574676514,
51.816
] | 4 |
20,431 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999978.227 | 32.264 | 119.725 | 42.672 | -83 | -87 | -85 | -74 | -76 | -81 | -75 | -78 |
| B | 1731999844.239 | 123.963 | 159.045 | 42.672 | -86 | -85 | -85 | -83 | -76 | -83 | -76 | -73 |
| C | 1731999842.221 | 129.058 | 149.783 | 42.672 | -91 | -90 | -90 | -86 | -77 | -85 | -76 | -74 |
| D | 1732000030.217 | 122.265 | 105.619 | 42.672 | -87 | -90 | -81 | -92 | -81 | -92 | -84 | -89 |
| E | 1732000154.227 | 118.020 | 99.262 | 42.672 | -85 | -75 | -85 | -80 | -77 | -65 | -74 | -76 |
| F | 1731999597.219 | 38.208 | 141.157 | 42.672 | -79 | -91 | -85 | -89 | -75 | -88 | -76 | -87 |
| G | 1731999788.228 | 32.264 | 145.948 | 42.672 | -82 | -87 | -89 | -82 | -81 | -78 | -77 | -79 |
| H | 1731999371.226 | 4.245 | 0.438 | 42.672 | -100 | -88 | -96 | -94 | -99 | -96 | -97 | -101 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999540.202
- **Target RSSI fingerprint:** [-94, -90, -82, -90, -83, -82, -82, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.96250347779236,
46.44632339477539,
42.672000000000004
] | 8 |
15,188 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838786.161 | 97.642 | 99.554 | 51.816 | -77 | -75 | -77 | -76 | -80 | -73 | -68 | -71 |
| B | 1722839280.164 | 45.000 | 92.441 | 51.816 | -100 | -79 | -80 | -68 | -77 | -80 | -69 | -68 |
| C | 1722838764.154 | 46.698 | 157.718 | 51.816 | -86 | -92 | -84 | -72 | -91 | -80 | -70 | -91 |
| D | 1722838789.174 | 102.737 | 92.269 | 51.816 | -74 | -79 | -73 | -78 | -72 | -74 | -70 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839227.168
- **Target RSSI fingerprint:** [-83, -82, -77, -93, -73, -82, -82, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.01969522655263,
150.11451721191406,
51.816
] | 4 |
6,197 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999646.142 | 77.265 | 47.455 | 42.672 | -83 | -88 | -81 | -83 | -83 | -85 | -84 | -64 |
| B | 1722999551.140 | 56.887 | 89.801 | 42.672 | -87 | -92 | -85 | -80 | -84 | -84 | -88 | -76 |
| C | 1722999666.140 | 9.340 | 51.715 | 42.672 | -90 | -85 | -93 | -93 | -89 | -84 | -80 | -78 |
| D | 1722999593.152 | 33.113 | 11.492 | 42.672 | -80 | -69 | -100 | -82 | -85 | -84 | -67 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999743.139
- **Target RSSI fingerprint:** [-88, -89, -80, -83, -80, -81, -87, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64215619775857,
12.527236938476562,
42.672000000000004
] | 4 |
5,856 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003067.157 | 99.340 | 9.011 | 51.816 | -78 | -84 | -82 | -79 | -76 | -73 | -68 | -85 |
| B | 1723002903.150 | 6.792 | 72.178 | 51.816 | -79 | -78 | -67 | -77 | -70 | -74 | -100 | -71 |
| C | 1723003063.187 | 122.265 | 10.722 | 51.816 | -86 | -88 | -86 | -85 | -79 | -80 | -82 | -85 |
| D | 1723003257.152 | 123.963 | 88.620 | 51.816 | -82 | -90 | -80 | -80 | -85 | -82 | -69 | -78 |
| E | 1723003155.157 | 93.397 | 10.948 | 51.816 | -77 | -76 | -100 | -80 | -84 | -78 | -67 | -71 |
| F | 1723003326.151 | 28.019 | 86.722 | 51.816 | -85 | -88 | -83 | -86 | -77 | -86 | -72 | -93 |
| G | 1723002910.167 | 16.981 | 38.895 | 51.816 | -75 | -72 | -67 | -75 | -73 | -69 | -67 | -67 |
| H | 1723003425.134 | 13.585 | 43.460 | 51.816 | -81 | -90 | -75 | -73 | -77 | -71 | -74 | -84 |
| I | 1723003390.170 | 132.454 | 26.647 | 51.816 | -86 | -83 | -84 | -83 | -86 | -81 | -80 | -74 |
| J | 1723003163.138 | 130.756 | 11.996 | 51.816 | -82 | -79 | -100 | -83 | -85 | -82 | -82 | -73 |
| K | 1723003233.147 | 37.359 | 90.477 | 51.816 | -83 | -79 | -69 | -83 | -100 | -79 | -77 | -67 |
| L | 1723002858.152 | 77.265 | 9.993 | 51.816 | -80 | -71 | -78 | -76 | -72 | -70 | -68 | -79 |
| M | 1723002911.149 | 17.830 | 34.184 | 51.816 | -74 | -73 | -70 | -74 | -75 | -69 | -67 | -69 |
| N | 1723002831.136 | 130.756 | 31.650 | 51.816 | -86 | -86 | -100 | -85 | -76 | -79 | -78 | -78 |
| O | 1723003297.166 | 77.265 | 15.739 | 51.816 | -83 | -85 | -83 | -80 | -82 | -81 | -71 | -78 |
| P | 1723003339.157 | 5.943 | 76.822 | 51.816 | -79 | -78 | -60 | -80 | -70 | -76 | -100 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002931.166
- **Target RSSI fingerprint:** [-83, -75, -78, -80, -83, -79, -76, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62310174631067,
11.160387992858887,
51.816
] | 16 |
10,716 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999825.213 | 118.869 | 104.265 | 42.672 | -81 | -75 | -82 | -87 | -77 | -79 | -76 | -77 |
| B | 1731999763.211 | 70.472 | 79.131 | 42.672 | -80 | -100 | -84 | -76 | -77 | -73 | -76 | -76 |
| C | 1731999936.219 | 147.737 | 125.007 | 42.672 | -100 | -76 | -100 | -86 | -79 | -83 | -72 | -56 |
| D | 1731999794.225 | 52.642 | 163.332 | 42.672 | -90 | -91 | -83 | -84 | -81 | -77 | -82 | -88 |
| E | 1731999721.217 | 106.133 | 147.938 | 42.672 | -87 | -81 | -88 | -89 | -94 | -89 | -90 | -87 |
| F | 1731999775.239 | 28.868 | 125.525 | 42.672 | -86 | -100 | -75 | -83 | -76 | -76 | -78 | -83 |
| G | 1732000120.244 | 99.340 | 139.817 | 42.672 | -87 | -84 | -83 | -84 | -84 | -81 | -70 | -82 |
| H | 1731999744.225 | 117.171 | 99.024 | 42.672 | -84 | -79 | -100 | -73 | -78 | -74 | -80 | -67 |
| I | 1731999546.245 | 60.283 | 66.232 | 42.672 | -81 | -84 | -87 | -84 | -79 | -79 | -87 | -80 |
| J | 1731999540.202 | 33.963 | 46.446 | 42.672 | -82 | -100 | -90 | -90 | -83 | -82 | -82 | -82 |
| K | 1732000265.240 | 7.642 | 4.897 | 42.672 | -91 | -100 | -96 | -95 | -102 | -96 | -99 | -92 |
| L | 1731999397.230 | 4.245 | 12.169 | 42.672 | -89 | -100 | -86 | -96 | -92 | -93 | -91 | -96 |
| M | 1732000142.198 | 147.737 | 125.299 | 42.672 | -100 | -79 | -100 | -90 | -84 | -86 | -73 | -59 |
| N | 1731999875.223 | 54.340 | 155.011 | 42.672 | -90 | -93 | -72 | -88 | -90 | -90 | -83 | -81 |
| O | 1731999688.234 | 37.359 | 114.032 | 42.672 | -88 | -88 | -88 | -90 | -79 | -75 | -90 | -90 |
| P | 1732000262.234 | 8.491 | 8.360 | 42.672 | -97 | -100 | -94 | -89 | -102 | -96 | -94 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000140.222
- **Target RSSI fingerprint:** [-100, -79, -100, -87, -83, -84, -72, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.88782754145194,
126.0685920715332,
42.672000000000004
] | 16 |
17,158 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004845.148 | 68.774 | 78.348 | 60.960 | -87 | -82 | -85 | -86 | -79 | -76 | -86 | -70 |
| B | 1723004487.140 | 130.756 | 14.505 | 60.960 | -85 | -89 | -87 | -80 | -75 | -81 | -74 | -71 |
| C | 1723004930.140 | 128.208 | 42.770 | 60.960 | -89 | -83 | -81 | -83 | -80 | -76 | -78 | -65 |
| D | 1723004472.152 | 88.302 | 13.098 | 60.960 | -83 | -76 | -76 | -78 | -80 | -71 | -68 | -60 |
| E | 1723004544.156 | 3.396 | 87.863 | 60.960 | -70 | -84 | -77 | -79 | -70 | -85 | -80 | -75 |
| F | 1723004576.143 | 127.359 | 81.865 | 60.960 | -87 | -88 | -87 | -87 | -70 | -73 | -89 | -63 |
| G | 1723004712.156 | 125.661 | 47.455 | 60.960 | -87 | -83 | -84 | -83 | -82 | -77 | -81 | -64 |
| H | 1723004473.158 | 93.397 | 13.098 | 60.960 | -83 | -76 | -70 | -70 | -81 | -71 | -68 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004691.211
- **Target RSSI fingerprint:** [-84, -75, -73, -72, -79, -70, -67, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.0005948062237,
12.11585521697998,
60.96
] | 8 |
36,488 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129070.148 | 1.698 | 120.203 | 51.816 | -100 | -100 | -100 | -97 | -97 | -100 | -90 | -91 |
| B | 1724128713.123 | 39.058 | 38.750 | 51.816 | -100 | -100 | -80 | -75 | -72 | -81 | -78 | -61 |
| C | 1724128657.189 | 129.061 | 38.869 | 51.816 | -69 | -100 | -77 | -74 | -73 | -74 | -80 | -72 |
| D | 1724128809.138 | 73.021 | 77.950 | 51.816 | -74 | -80 | -77 | -80 | -80 | -80 | -66 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128547.134
- **Target RSSI fingerprint:** [-73, -82, -85, -80, -82, -79, -67, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15403040480396,
51.36963367462158,
51.816
] | 4 |
30,204 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698390.164 | 112.079 | 67.480 | 51.816 | -100 | -82 | -78 | -72 | -72 | -76 | -77 | -81 |
| B | 1723698183.146 | 16.982 | 46.115 | 51.816 | -77 | -78 | -75 | -100 | -76 | -72 | -65 | -66 |
| C | 1723697922.180 | 19.529 | 45.079 | 51.816 | -74 | -80 | -75 | -76 | -75 | -74 | -72 | -77 |
| D | 1723697973.159 | 111.230 | 66.538 | 51.816 | -78 | -85 | -77 | -72 | -86 | -70 | -74 | -82 |
| E | 1723698246.165 | 67.927 | 47.296 | 51.816 | -78 | -77 | -76 | -75 | -76 | -71 | -68 | -64 |
| F | 1723698212.149 | 108.683 | 76.902 | 51.816 | -76 | -81 | -100 | -100 | -71 | -100 | -100 | -80 |
| G | 1723697929.152 | 36.511 | 10.205 | 51.816 | -72 | -80 | -79 | -80 | -77 | -80 | -79 | -79 |
| H | 1723698072.141 | 63.681 | 57.487 | 51.816 | -100 | -78 | -74 | -76 | -75 | -70 | -68 | -64 |
| I | 1723698059.141 | 82.361 | 24.205 | 51.816 | -80 | -84 | -78 | -74 | -82 | -76 | -64 | -75 |
| J | 1723698045.169 | 124.816 | 45.013 | 51.816 | -79 | -83 | -76 | -73 | -75 | -74 | -100 | -76 |
| K | 1723698301.184 | 95.098 | 31.199 | 51.816 | -82 | -100 | -73 | -71 | -80 | -74 | -70 | -69 |
| L | 1723698190.138 | 38.209 | 59.823 | 51.816 | -78 | -78 | -76 | -77 | -77 | -73 | -73 | -69 |
| M | 1723698103.144 | 33.963 | 16.721 | 51.816 | -74 | -80 | -100 | -82 | -80 | -100 | -73 | -71 |
| N | 1723698163.152 | 47.549 | 34.808 | 51.816 | -75 | -78 | -76 | -77 | -78 | -73 | -65 | -69 |
| O | 1723698028.151 | 96.796 | 91.141 | 51.816 | -83 | -82 | -74 | -73 | -82 | -75 | -72 | -82 |
| P | 1723697955.139 | 118.023 | 43.567 | 51.816 | -83 | -81 | -73 | -76 | -78 | -74 | -100 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698082.141
- **Target RSSI fingerprint:** [-100, -81, -76, -68, -77, -76, -66, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.341494032460176,
68.66093635559082,
51.816
] | 16 |
30,677 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690166.159 | 201.233 | 95.401 | 42.672 | -100 | -87 | -83 | -83 | -100 | -80 | -77 | -100 |
| B | 1723690178.138 | 224.159 | 109.056 | 42.672 | -84 | -80 | -85 | -87 | -100 | -80 | -77 | -87 |
| C | 1723689971.160 | 219.064 | 112.082 | 42.672 | -80 | -78 | -90 | -85 | -100 | -77 | -72 | -80 |
| D | 1723689607.152 | 139.250 | 21.564 | 42.672 | -79 | -90 | -85 | -87 | -76 | -87 | -85 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690155.159
- **Target RSSI fingerprint:** [-82, -75, -83, -85, -100, -82, -79, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
163.87357829541762,
57.328033447265625,
42.672000000000004
] | 4 |
11,529 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006826.137 | 67.925 | 8.997 | 42.672 | -85 | -89 | -85 | -78 | -82 | -77 | -77 | -79 |
| B | 1723006600.139 | 60.283 | 9.329 | 42.672 | -83 | -90 | -83 | -79 | -80 | -77 | -80 | -85 |
| C | 1723006298.148 | 114.623 | 3.477 | 42.672 | -74 | -72 | -84 | -83 | -87 | -82 | -72 | -83 |
| D | 1723006360.165 | 28.868 | 37.529 | 42.672 | -71 | -81 | -72 | -66 | -83 | -78 | -100 | -67 |
| E | 1723006773.165 | 65.378 | 82.515 | 42.672 | -91 | -89 | -87 | -83 | -91 | -89 | -80 | -72 |
| F | 1723006452.147 | 4.245 | 71.939 | 42.672 | -77 | -82 | -87 | -74 | -88 | -85 | -83 | -81 |
| G | 1723006322.150 | 69.623 | 73.452 | 42.672 | -88 | -86 | -82 | -79 | -78 | -80 | -75 | -71 |
| H | 1723006025.140 | 202.926 | 1.128 | 42.672 | -89 | -82 | -88 | -86 | -95 | -93 | -74 | -83 |
| I | 1723006500.138 | 146.039 | 47.415 | 42.672 | -82 | -76 | -82 | -74 | -67 | -72 | -73 | -79 |
| J | 1723006958.140 | 180.001 | 35.883 | 42.672 | -84 | -78 | -80 | -100 | -69 | -73 | -66 | -79 |
| K | 1723006349.143 | 0.000 | 79.038 | 42.672 | -82 | -83 | -88 | -80 | -80 | -82 | -82 | -79 |
| L | 1723006923.149 | 70.472 | 85.979 | 42.672 | -91 | -88 | -88 | -70 | -74 | -77 | -100 | -71 |
| M | 1723006440.140 | 22.925 | 38.099 | 42.672 | -80 | -92 | -83 | -100 | -100 | -81 | -71 | -69 |
| N | 1723006734.142 | 156.227 | 9.528 | 42.672 | -85 | -79 | -77 | -100 | -71 | -72 | -68 | -75 |
| O | 1723006632.157 | 147.737 | 35.180 | 42.672 | -87 | -84 | -82 | -82 | -80 | -85 | -78 | -85 |
| P | 1723006959.141 | 183.397 | 32.274 | 42.672 | -90 | -86 | -88 | -100 | -70 | -76 | -65 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006289.138
- **Target RSSI fingerprint:** [-85, -86, -79, -81, -81, -81, -76, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
156.22744731652855,
6.621918678283691,
42.672000000000004
] | 16 |
23,171 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941066.138 | 20.378 | 129.227 | 51.816 | -70 | -79 | -79 | -73 | -57 | -73 | -76 | -71 |
| B | 1725940798.162 | 85.756 | 63.976 | 51.816 | -76 | -74 | -77 | -79 | -76 | -75 | -79 | -70 |
| C | 1725941079.174 | 47.548 | 108.737 | 51.816 | -69 | -100 | -77 | -75 | -75 | -79 | -75 | -68 |
| D | 1725941338.162 | 7.642 | 69.086 | 51.816 | -86 | -76 | -77 | -80 | -81 | -72 | -72 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940965.172
- **Target RSSI fingerprint:** [-87, -70, -75, -76, -81, -73, -72, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.132899047202855,
20.953927040100098,
51.816
] | 4 |
26,595 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939553.159 | 29.717 | 117.947 | 42.672 | -80 | -70 | -77 | -77 | -70 | -73 | -73 | -70 |
| B | 1725939260.126 | 101.039 | 33.693 | 42.672 | -75 | -84 | -77 | -79 | -69 | -76 | -74 | -61 |
| C | 1725939406.171 | 18.679 | 63.698 | 42.672 | -72 | -69 | -68 | -68 | -72 | -67 | -73 | -68 |
| D | 1725939465.155 | 108.681 | 42.545 | 42.672 | -76 | -70 | -77 | -75 | -68 | -75 | -73 | -64 |
| E | 1725939818.158 | 7.642 | 67.891 | 42.672 | -64 | -68 | -76 | -73 | -75 | -68 | -68 | -63 |
| F | 1725939556.152 | 39.057 | 109.985 | 42.672 | -81 | -71 | -78 | -78 | -76 | -79 | -77 | -71 |
| G | 1725939864.146 | 95.945 | 6.038 | 42.672 | -83 | -85 | -74 | -75 | -77 | -74 | -73 | -79 |
| H | 1725939635.204 | 14.434 | 20.118 | 42.672 | -78 | -85 | -76 | -74 | -74 | -72 | -74 | -79 |
| I | 1725939681.144 | 76.416 | 71.036 | 42.672 | -76 | -69 | -66 | -69 | -75 | -67 | -70 | -68 |
| J | 1725939881.154 | 59.435 | 12.487 | 42.672 | -80 | -81 | -74 | -74 | -75 | -63 | -66 | -80 |
| K | 1725939117.149 | 45.850 | 13.549 | 42.672 | -100 | -99 | -86 | -89 | -100 | -100 | -84 | -92 |
| L | 1725939501.140 | 54.340 | 16.376 | 42.672 | -83 | -89 | -80 | -81 | -77 | -81 | -77 | -76 |
| M | 1725939566.159 | 77.265 | 75.774 | 42.672 | -80 | -69 | -77 | -78 | -75 | -77 | -76 | -66 |
| N | 1725939438.157 | 43.302 | 17.809 | 42.672 | -81 | -86 | -76 | -75 | -75 | -68 | -67 | -77 |
| O | 1725939463.160 | 107.832 | 35.167 | 42.672 | -75 | -74 | -73 | -71 | -68 | -67 | -67 | -62 |
| P | 1725939494.154 | 61.133 | 52.285 | 42.672 | -74 | -78 | -78 | -76 | -78 | -75 | -76 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939381.160
- **Target RSSI fingerprint:** [-73, -78, -80, -78, -76, -81, -77, -57]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.19002645687881,
26.938867568969727,
42.672000000000004
] | 16 |
6,769 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841107.177 | 116.322 | 148.177 | 60.960 | -73 | -76 | -73 | -89 | -74 | -70 | -74 | -76 |
| B | 1722841165.169 | 43.302 | 91.260 | 60.960 | -77 | -89 | -79 | -86 | -80 | -83 | -84 | -84 |
| C | 1722840821.151 | 52.642 | 78.468 | 60.960 | -85 | -79 | -77 | -76 | -78 | -68 | -75 | -80 |
| D | 1722841454.177 | 5.943 | 6.702 | 60.960 | -85 | -89 | -83 | -74 | -71 | -85 | -84 | -72 |
| E | 1722841538.135 | 1.698 | 8.719 | 60.960 | -95 | -96 | -89 | -101 | -90 | -91 | -100 | -95 |
| F | 1722840860.161 | 61.133 | 140.971 | 60.960 | -78 | -72 | -78 | -72 | -79 | -73 | -67 | -73 |
| G | 1722840848.162 | 42.453 | 152.676 | 60.960 | -82 | -88 | -86 | -74 | -86 | -83 | -74 | -73 |
| H | 1722841440.144 | 52.642 | 45.079 | 60.960 | -82 | -82 | -83 | -75 | -70 | -79 | -79 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841051.154
- **Target RSSI fingerprint:** [-82, -82, -84, -72, -86, -84, -73, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868126740907346,
140.65273761749268,
60.96
] | 8 |
8,611 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999652.156 | 46.698 | 46.884 | 42.672 | -84 | -81 | -82 | -83 | -88 | -84 | -87 | -65 |
| B | 1723000031.139 | 14.434 | 31.398 | 42.672 | -86 | -84 | -86 | -86 | -74 | -83 | -69 | -67 |
| C | 1722999492.142 | 139.246 | 69.112 | 42.672 | -71 | -81 | -79 | -80 | -87 | -78 | -75 | -65 |
| D | 1722999860.161 | 132.454 | 52.007 | 42.672 | -76 | -86 | -82 | -85 | -85 | -84 | -81 | -72 |
| E | 1722999919.163 | 73.868 | 96.210 | 42.672 | -85 | -89 | -81 | -87 | -82 | -87 | -68 | -77 |
| F | 1722999821.150 | 46.698 | 12.952 | 42.672 | -88 | -86 | -79 | -85 | -73 | -86 | -70 | -71 |
| G | 1722999823.157 | 57.736 | 13.377 | 42.672 | -84 | -82 | -74 | -80 | -71 | -77 | -67 | -100 |
| H | 1722999905.175 | 3.396 | 88.885 | 42.672 | -88 | -86 | -90 | -88 | -87 | -88 | -91 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999386.134
- **Target RSSI fingerprint:** [-100, -88, -102, -91, -92, -84, -88, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.17028936356068,
2.7204275131225586,
42.672000000000004
] | 8 |
20,494 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839326.171 | 131.605 | 112.493 | 51.816 | -80 | -83 | -81 | -92 | -86 | -81 | -71 | -85 |
| B | 1722838926.166 | 94.246 | 82.874 | 51.816 | -77 | -86 | -72 | -89 | -87 | -86 | -81 | -82 |
| C | 1722838788.165 | 101.888 | 93.331 | 51.816 | -82 | -73 | -72 | -78 | -72 | -71 | -75 | -71 |
| D | 1722839288.156 | 52.642 | 101.532 | 51.816 | -81 | -82 | -79 | -70 | -78 | -70 | -77 | -70 |
| E | 1722839067.155 | 19.528 | 120.389 | 51.816 | -83 | -79 | -76 | -74 | -70 | -76 | -84 | -71 |
| F | 1722839331.169 | 112.925 | 96.874 | 51.816 | -75 | -76 | -74 | -88 | -83 | -81 | -70 | -83 |
| G | 1722838782.170 | 84.906 | 115.572 | 51.816 | -80 | -79 | -80 | -72 | -80 | -65 | -71 | -67 |
| H | 1722838748.173 | 14.434 | 122.937 | 51.816 | -79 | -85 | -84 | -75 | -75 | -78 | -79 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839109.151
- **Target RSSI fingerprint:** [-84, -100, -85, -88, -76, -82, -69, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66125822683301,
139.6441888809204,
51.816
] | 8 |
28,753 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941257.155 | 9.340 | 77.499 | 51.816 | -73 | -80 | -78 | -72 | -74 | -58 | -76 | -71 |
| B | 1725941205.145 | 69.624 | 85.620 | 51.816 | -80 | -82 | -75 | -84 | -79 | -82 | -78 | -73 |
| C | 1725941066.138 | 20.378 | 129.227 | 51.816 | -81 | -71 | -79 | -73 | -73 | -57 | -76 | -71 |
| D | 1725940871.155 | 25.472 | 127.064 | 51.816 | -70 | -80 | -71 | -82 | -70 | -58 | -69 | -77 |
| E | 1725941327.148 | 26.321 | 65.410 | 51.816 | -78 | -78 | -73 | -78 | -78 | -82 | -78 | -71 |
| F | 1725941258.137 | 10.189 | 82.263 | 51.816 | -72 | -77 | -80 | -72 | -75 | -56 | -74 | -68 |
| G | 1725940798.162 | 85.756 | 63.976 | 51.816 | -81 | -79 | -74 | -79 | -75 | -76 | -79 | -70 |
| H | 1725941155.152 | 4.245 | 27.722 | 51.816 | -77 | -78 | -74 | -76 | -74 | -76 | -67 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941442.167
- **Target RSSI fingerprint:** [-100, -100, -100, -100, -76, -75, -65, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90619798914631,
28.942694664001465,
51.816
] | 8 |
17,894 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008042.143 | 69.623 | 8.546 | 51.816 | -82 | -81 | -82 | -79 | -72 | -74 | -84 | -72 |
| B | 1723008613.159 | 151.133 | 66.246 | 51.816 | -86 | -85 | -82 | -70 | -84 | -76 | -75 | -81 |
| C | 1723007827.159 | 203.775 | 2.216 | 51.816 | -90 | -96 | -96 | -79 | -100 | -83 | -100 | -75 |
| D | 1723008616.156 | 162.171 | 54.674 | 51.816 | -85 | -86 | -76 | -69 | -80 | -76 | -81 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008617.158
- **Target RSSI fingerprint:** [-86, -86, -87, -70, -84, -76, -81, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
165.5671309760761,
50.63976287841797,
51.816
] | 4 |
29,062 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693690.148 | 90.852 | 27.417 | 60.960 | -100 | -81 | -79 | -88 | -80 | -77 | -70 | -70 |
| B | 1723693106.146 | 157.081 | 94.087 | 60.960 | -68 | -72 | -73 | -72 | -77 | -72 | -74 | -66 |
| C | 1723693184.139 | 140.948 | 79.795 | 60.960 | -83 | -78 | -79 | -77 | -80 | -78 | -71 | -68 |
| D | 1723693556.147 | 213.121 | 109.494 | 60.960 | -71 | -100 | -73 | -65 | -75 | -76 | -80 | -69 |
| E | 1723693179.154 | 159.628 | 95.600 | 60.960 | -76 | -77 | -82 | -78 | -83 | -76 | -76 | -73 |
| F | 1723693313.158 | 160.477 | 98.360 | 60.960 | -76 | -82 | -83 | -84 | -80 | -79 | -77 | -76 |
| G | 1723693334.153 | 191.893 | 44.774 | 60.960 | -81 | -74 | -82 | -64 | -77 | -75 | -77 | -65 |
| H | 1723693630.141 | 213.121 | 104.517 | 60.960 | -74 | -79 | -80 | -69 | -81 | -75 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693535.153
- **Target RSSI fingerprint:** [-79, -74, -71, -61, -74, -72, -74, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
196.98792536728826,
50.626492500305176,
60.96
] | 8 |
39,336 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691800.151 | 137.552 | 45.000 | 51.816 | -78 | -100 | -79 | -79 | -80 | -78 | -74 | -84 |
| B | 1723691594.154 | 124.816 | 63.990 | 51.816 | -87 | -83 | -78 | -75 | -85 | -81 | -79 | -80 |
| C | 1723691103.139 | 7.642 | 76.185 | 51.816 | -100 | -100 | -100 | -95 | -92 | -100 | -99 | -87 |
| D | 1723691659.149 | 185.950 | 37.184 | 51.816 | -86 | -78 | -84 | -83 | -84 | -78 | -70 | -74 |
| E | 1723691535.150 | 208.026 | 69.457 | 51.816 | -82 | -79 | -100 | -78 | -80 | -78 | -82 | -79 |
| F | 1723691438.139 | 227.555 | 100.735 | 51.816 | -83 | -77 | -76 | -74 | -83 | -85 | -78 | -79 |
| G | 1723691869.172 | 151.986 | 5.441 | 51.816 | -83 | -83 | -82 | -86 | -84 | -78 | -79 | -76 |
| H | 1723691989.162 | 5.944 | 75.787 | 51.816 | -100 | -100 | -100 | -100 | -100 | -100 | -100 | -104 |
| I | 1723691547.140 | 226.706 | 94.445 | 51.816 | -71 | -80 | -78 | -84 | -85 | -73 | -81 | -76 |
| J | 1723691903.141 | 28.020 | 60.420 | 51.816 | -100 | -78 | -100 | -100 | -81 | -77 | -77 | -76 |
| K | 1723691586.141 | 130.759 | 72.085 | 51.816 | -79 | -76 | -77 | -83 | -78 | -75 | -71 | -74 |
| L | 1723691780.148 | 148.590 | 90.106 | 51.816 | -78 | -77 | -78 | -87 | -86 | -77 | -72 | -77 |
| M | 1723691679.135 | 139.250 | 21.020 | 51.816 | -84 | -100 | -80 | -77 | -77 | -68 | -81 | -68 |
| N | 1723691532.132 | 197.837 | 58.443 | 51.816 | -86 | -80 | -80 | -86 | -84 | -85 | -79 | -80 |
| O | 1723691684.145 | 127.363 | 43.951 | 51.816 | -79 | -100 | -77 | -79 | -79 | -68 | -81 | -67 |
| P | 1723691797.145 | 129.910 | 55.696 | 51.816 | -83 | -78 | -76 | -77 | -82 | -79 | -73 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691859.158
- **Target RSSI fingerprint:** [-87, -77, -100, -84, -85, -78, -71, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
185.10072853770586,
40.32867908477783,
51.816
] | 16 |
38,339 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129863.116 | 101.890 | 22.254 | 60.960 | -76 | -79 | -100 | -84 | -81 | -83 | -75 | -67 |
| B | 1724129982.142 | 126.514 | 33.627 | 60.960 | -77 | -75 | -81 | -83 | -82 | -72 | -77 | -71 |
| C | 1724129948.125 | 78.965 | 42.279 | 60.960 | -83 | -75 | -76 | -79 | -77 | -76 | -69 | -71 |
| D | 1724130326.116 | 124.816 | 66.352 | 60.960 | -83 | -77 | -73 | -74 | -76 | -72 | -72 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130007.124
- **Target RSSI fingerprint:** [-86, -76, -78, -84, -82, -80, -73, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.246987668393,
18.764314651489258,
60.96
] | 4 |
44,370 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128859.132 | 121.419 | 88.474 | 51.816 | -100 | -100 | -79 | -74 | -67 | -77 | -67 | -65 |
| B | 1724128496.130 | 115.476 | 96.900 | 51.816 | -77 | -77 | -80 | -72 | -69 | -77 | -67 | -74 |
| C | 1724128385.133 | 7.642 | 108.777 | 51.816 | -77 | -100 | -74 | -83 | -100 | -75 | -79 | -68 |
| D | 1724128851.122 | 140.099 | 51.794 | 51.816 | -100 | -83 | -80 | -100 | -71 | -77 | -69 | -67 |
| E | 1724128850.153 | 142.646 | 48.450 | 51.816 | -100 | -80 | -81 | -100 | -70 | -79 | -68 | -67 |
| F | 1724128696.128 | 60.285 | 71.713 | 51.816 | -83 | -80 | -100 | -65 | -78 | -80 | -86 | -70 |
| G | 1724128761.127 | 123.967 | 35.512 | 51.816 | -78 | -62 | -79 | -79 | -78 | -74 | -75 | -72 |
| H | 1724128524.142 | 33.114 | 55.961 | 51.816 | -74 | -74 | -100 | -66 | -78 | -76 | -75 | -62 |
| I | 1724128728.139 | 73.870 | 44.297 | 51.816 | -80 | -87 | -74 | -67 | -77 | -79 | -86 | -76 |
| J | 1724128665.139 | 140.948 | 46.008 | 51.816 | -83 | -81 | -78 | -85 | -80 | -81 | -80 | -80 |
| K | 1724128410.143 | 53.492 | 0.332 | 51.816 | -76 | -73 | -86 | -79 | -100 | -76 | -100 | -62 |
| L | 1724128491.123 | 122.268 | 81.427 | 51.816 | -79 | -81 | -82 | -77 | -69 | -79 | -67 | -69 |
| M | 1724128729.129 | 78.116 | 46.977 | 51.816 | -83 | -81 | -71 | -66 | -76 | -78 | -83 | -79 |
| N | 1724128932.122 | 135.854 | 58.602 | 51.816 | -80 | -75 | -63 | -100 | -83 | -73 | -82 | -69 |
| O | 1724128667.141 | 139.250 | 51.117 | 51.816 | -76 | -82 | -79 | -77 | -73 | -77 | -67 | -67 |
| P | 1724128396.148 | 28.020 | 59.902 | 51.816 | -77 | -100 | -67 | -80 | -100 | -74 | -82 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128861.155
- **Target RSSI fingerprint:** [-81, -81, -84, -77, -71, -80, -68, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.8720405397386,
94.9230146408081,
51.816
] | 16 |
12,009 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994839.233 | 79.812 | 24.311 | 51.816 | -92 | -90 | -78 | -84 | -71 | -80 | -72 | -79 |
| B | 1731994721.233 | 118.020 | 68.130 | 51.816 | -93 | -99 | -84 | -100 | -87 | -77 | -84 | -80 |
| C | 1731994840.205 | 76.416 | 20.927 | 51.816 | -92 | -90 | -83 | -82 | -77 | -79 | -80 | -79 |
| D | 1731994304.215 | 54.340 | 77.273 | 51.816 | -84 | -81 | -82 | -76 | -77 | -78 | -71 | -63 |
| E | 1731994527.212 | 97.642 | 60.022 | 51.816 | -90 | -94 | -85 | -85 | -86 | -88 | -83 | -80 |
| F | 1731994366.222 | 40.755 | 88.182 | 51.816 | -85 | -83 | -85 | -85 | -76 | -77 | -79 | -73 |
| G | 1731994483.227 | 5.094 | 79.835 | 51.816 | -93 | -93 | -77 | -86 | -86 | -86 | -75 | -75 |
| H | 1731994697.218 | 56.038 | 72.111 | 51.816 | -73 | -81 | -84 | -78 | -80 | -87 | -72 | -66 |
| I | 1731994491.247 | 11.887 | 91.380 | 51.816 | -85 | -92 | -92 | -80 | -91 | -76 | -86 | -90 |
| J | 1731994455.207 | 62.831 | 16.017 | 51.816 | -86 | -93 | -76 | -84 | -83 | -79 | -74 | -80 |
| K | 1731994490.226 | 11.038 | 91.473 | 51.816 | -93 | -88 | -90 | -85 | -85 | -83 | -86 | -75 |
| L | 1731994566.199 | 21.227 | 77.101 | 51.816 | -89 | -85 | -83 | -79 | -81 | -85 | -76 | -72 |
| M | 1731994574.230 | 4.245 | 64.507 | 51.816 | -89 | -82 | -88 | -81 | -87 | -89 | -81 | -77 |
| N | 1731994303.223 | 50.944 | 80.777 | 51.816 | -84 | -83 | -82 | -76 | -78 | -81 | -71 | -63 |
| O | 1731994946.227 | 78.114 | 1.592 | 51.816 | -96 | -94 | -104 | -87 | -94 | -97 | -98 | -84 |
| P | 1731994617.227 | 86.604 | 90.730 | 51.816 | -85 | -79 | -89 | -87 | -77 | -76 | -75 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994776.224
- **Target RSSI fingerprint:** [-85, -77, -85, -75, -82, -75, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.88687629688396,
60.61908721923828,
51.816
] | 16 |
25,664 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940793.151 | 103.586 | 47.322 | 51.816 | -80 | -76 | -76 | -78 | -73 | -82 | -78 | -71 |
| B | 1725940767.162 | 80.661 | 8.666 | 51.816 | -87 | -69 | -69 | -80 | -74 | -76 | -82 | -71 |
| C | 1725940942.142 | 5.094 | 50.016 | 51.816 | -78 | -76 | -75 | -75 | -74 | -77 | -77 | -61 |
| D | 1725941023.131 | 53.491 | 25.612 | 51.816 | -83 | -79 | -78 | -78 | -78 | -78 | -85 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941073.155
- **Target RSSI fingerprint:** [-78, -81, -100, -76, -78, -77, -59, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.321109311990117,
127.23638534545898,
51.816
] | 4 |
25,993 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937251.140 | 43.302 | 5.335 | 30.480 | -94 | -98 | -95 | -79 | -93 | -100 | -88 | -86 |
| B | 1725937587.132 | 95.096 | 6.781 | 30.480 | -89 | -85 | -86 | -76 | -87 | -100 | -84 | -74 |
| C | 1725938122.146 | 4.245 | 45.796 | 30.480 | -63 | -65 | -65 | -100 | -60 | -100 | -55 | -53 |
| D | 1725937979.141 | 61.982 | 38.232 | 30.480 | -100 | -83 | -82 | -73 | -77 | -61 | -73 | -71 |
| E | 1725938147.153 | 19.529 | 121.344 | 30.480 | -77 | -80 | -76 | -73 | -75 | -83 | -59 | -65 |
| F | 1725938054.153 | 97.643 | 21.737 | 30.480 | -86 | -83 | -83 | -77 | -82 | -62 | -83 | -75 |
| G | 1725938169.150 | 75.567 | 76.597 | 30.480 | -83 | -78 | -84 | -72 | -83 | -71 | -82 | -74 |
| H | 1725937748.155 | 91.699 | 24.205 | 30.480 | -100 | -100 | -84 | -77 | -85 | -59 | -82 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938224.159
- **Target RSSI fingerprint:** [-80, -81, -81, -72, -72, -66, -66, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.094408039417814,
55.64269542694092,
30.48
] | 8 |
34,196 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696790.148 | 26.322 | 32.393 | 42.672 | -74 | -73 | -83 | -80 | -72 | -67 | -66 | -71 |
| B | 1723696737.160 | 79.814 | 20.596 | 42.672 | -78 | -84 | -82 | -68 | -76 | -68 | -71 | -70 |
| C | 1723696754.140 | 122.268 | 46.061 | 42.672 | -77 | -86 | -86 | -68 | -67 | -100 | -70 | -72 |
| D | 1723696704.142 | 23.774 | 50.427 | 42.672 | -76 | -78 | -76 | -87 | -77 | -62 | -76 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696800.268
- **Target RSSI fingerprint:** [-71, -74, -77, -85, -77, -69, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.07623185901309,
49.69756603240967,
42.672000000000004
] | 4 |
35,272 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691577.136 | 165.572 | 102.792 | 51.816 | -100 | -83 | -82 | -79 | -77 | -83 | -80 | -73 |
| B | 1723691853.136 | 207.177 | 64.905 | 51.816 | -85 | -83 | -87 | -81 | -76 | -85 | -71 | -75 |
| C | 1723691820.142 | 185.950 | 87.770 | 51.816 | -100 | -80 | -81 | -80 | -80 | -74 | -78 | -80 |
| D | 1723691822.150 | 193.592 | 94.114 | 51.816 | -78 | -81 | -82 | -79 | -81 | -75 | -80 | -79 |
| E | 1723691409.147 | 148.590 | 50.308 | 51.816 | -83 | -82 | -77 | -100 | -100 | -76 | -77 | -76 |
| F | 1723691660.158 | 182.553 | 33.256 | 51.816 | -85 | -88 | -84 | -77 | -76 | -84 | -73 | -70 |
| G | 1723691642.145 | 233.499 | 91.751 | 51.816 | -76 | -83 | -82 | -100 | -80 | -73 | -100 | -77 |
| H | 1723691525.148 | 190.195 | 51.542 | 51.816 | -77 | -87 | -100 | -83 | -78 | -73 | -83 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691877.158
- **Target RSSI fingerprint:** [-83, -85, -79, -77, -78, -81, -73, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.0427766444285,
7.073111534118652,
51.816
] | 8 |
39,182 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691853.136 | 207.177 | 64.905 | 51.816 | -81 | -83 | -85 | -87 | -76 | -81 | -75 | -71 |
| B | 1723691346.136 | 227.555 | 94.366 | 51.816 | -85 | -79 | -82 | -82 | -78 | -83 | -77 | -78 |
| C | 1723691732.138 | 201.233 | 62.304 | 51.816 | -85 | -84 | -77 | -83 | -79 | -80 | -79 | -77 |
| D | 1723691878.146 | 141.797 | 8.798 | 51.816 | -90 | -83 | -80 | -80 | -80 | -76 | -74 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691671.161
- **Target RSSI fingerprint:** [-88, -81, -82, -81, -76, -74, -72, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.98637801949243,
0.026540756225585938,
51.816
] | 4 |
6,608 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999879.146 | 36.510 | 47.906 | 42.672 | -87 | -100 | -84 | -81 | -75 | -83 | -87 | -68 |
| B | 1722999794.160 | 0.849 | 85.461 | 42.672 | -90 | -83 | -89 | -89 | -85 | -90 | -82 | -82 |
| C | 1723000187.135 | 77.265 | 7.166 | 42.672 | -79 | -84 | -83 | -79 | -86 | -78 | -75 | -71 |
| D | 1723000021.149 | 2.547 | 78.892 | 42.672 | -80 | -80 | -81 | -82 | -79 | -81 | -72 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000145.163
- **Target RSSI fingerprint:** [-86, -80, -89, -90, -90, -78, -69, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.50997386943324,
96.13061904907227,
42.672000000000004
] | 4 |
574 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994966.188 | 76.416 | 2.256 | 51.816 | -100 | -93 | -100 | -93 | -91 | -95 | -97 | -92 |
| B | 1731994565.221 | 25.472 | 80.591 | 51.816 | -85 | -89 | -82 | -79 | -83 | -76 | -75 | -71 |
| C | 1731994616.211 | 84.906 | 93.463 | 51.816 | -78 | -85 | -88 | -90 | -76 | -77 | -74 | -64 |
| D | 1731994518.230 | 83.208 | 41.802 | 51.816 | -83 | -95 | -84 | -89 | -86 | -79 | -82 | -81 |
| E | 1731994443.228 | 84.906 | 32.141 | 51.816 | -72 | -84 | -74 | -78 | -68 | -67 | -69 | -72 |
| F | 1731994340.225 | 106.133 | 85.952 | 51.816 | -81 | -90 | -82 | -88 | -85 | -77 | -72 | -83 |
| G | 1731994719.215 | 118.020 | 66.432 | 51.816 | -78 | -95 | -86 | -100 | -86 | -80 | -86 | -79 |
| H | 1731994571.226 | 5.943 | 64.441 | 51.816 | -82 | -78 | -82 | -78 | -78 | -89 | -74 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994581.229
- **Target RSSI fingerprint:** [-100, -91, -85, -76, -83, -72, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339688518980255,
60.990657806396484,
51.816
] | 8 |
14,629 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009971.154 | 1.698 | 83.962 | 60.960 | -79 | -79 | -78 | -81 | -75 | -65 | -76 | -74 |
| B | 1723010451.154 | 128.208 | 87.677 | 60.960 | -81 | -87 | -91 | -74 | -86 | -76 | -78 | -69 |
| C | 1723009849.139 | 56.038 | 85.806 | 60.960 | -80 | -83 | -76 | -82 | -75 | -79 | -73 | -63 |
| D | 1723009632.154 | 208.869 | 4.738 | 60.960 | -100 | -91 | -99 | -91 | -94 | -100 | -79 | -90 |
| E | 1723010025.146 | 158.775 | 11.147 | 60.960 | -81 | -82 | -77 | -72 | -78 | -83 | -67 | -78 |
| F | 1723010005.167 | 129.907 | 88.792 | 60.960 | -100 | -88 | -86 | -71 | -85 | -76 | -80 | -80 |
| G | 1723009775.152 | 145.190 | 77.459 | 60.960 | -100 | -81 | -75 | -78 | -76 | -76 | -81 | -79 |
| H | 1723010438.160 | 65.378 | 86.165 | 60.960 | -72 | -83 | -85 | -70 | -81 | -73 | -73 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010104.142
- **Target RSSI fingerprint:** [-77, -75, -73, -77, -62, -72, -78, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11342638438917,
29.19483184814453,
60.96
] | 8 |
36,111 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129920.139 | 49.247 | 60.022 | 60.960 | -84 | -81 | -80 | -82 | -76 | -80 | -76 | -64 |
| B | 1724130301.183 | 39.907 | 32.406 | 60.960 | -69 | -75 | -81 | -76 | -80 | -78 | -74 | -69 |
| C | 1724130273.145 | 112.079 | 95.613 | 60.960 | -83 | -80 | -78 | -74 | -85 | -73 | -81 | -64 |
| D | 1724129838.126 | 43.303 | 59.757 | 60.960 | -82 | -81 | -75 | -80 | -75 | -80 | -70 | -73 |
| E | 1724129923.127 | 36.511 | 53.652 | 60.960 | -85 | -81 | -79 | -78 | -78 | -75 | -76 | -65 |
| F | 1724130167.131 | 124.816 | 33.256 | 60.960 | -100 | -80 | -78 | -78 | -77 | -71 | -74 | -68 |
| G | 1724130270.123 | 116.325 | 96.807 | 60.960 | -82 | -79 | -82 | -80 | -84 | -81 | -81 | -70 |
| H | 1724130361.159 | 72.172 | 8.121 | 60.960 | -70 | -77 | -100 | -75 | -74 | -74 | -72 | -64 |
| I | 1724130032.119 | 75.569 | 77.565 | 60.960 | -79 | -80 | -78 | -100 | -74 | -68 | -77 | -68 |
| J | 1724129941.194 | 47.549 | 26.727 | 60.960 | -82 | -85 | -80 | -82 | -82 | -80 | -81 | -74 |
| K | 1724130326.116 | 124.816 | 66.352 | 60.960 | -74 | -83 | -77 | -82 | -73 | -72 | -72 | -74 |
| L | 1724129890.133 | 137.552 | 57.262 | 60.960 | -75 | -100 | -72 | -80 | -72 | -78 | -68 | -65 |
| M | 1724130302.119 | 41.605 | 28.492 | 60.960 | -67 | -78 | -80 | -76 | -79 | -77 | -77 | -69 |
| N | 1724130056.125 | 106.985 | 23.834 | 60.960 | -83 | -84 | -80 | -81 | -81 | -73 | -71 | -72 |
| O | 1724129925.131 | 33.963 | 52.365 | 60.960 | -100 | -80 | -78 | -73 | -74 | -72 | -74 | -64 |
| P | 1724129928.131 | 33.963 | 52.073 | 60.960 | -82 | -78 | -79 | -76 | -79 | -69 | -74 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130231.141
- **Target RSSI fingerprint:** [-80, -74, -80, -79, -79, -77, -76, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.19214732535127,
28.955965042114258,
60.96
] | 16 |
33,829 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126894.148 | 113.778 | 94.233 | 42.672 | -81 | -100 | -71 | -85 | -81 | -69 | -86 | -100 |
| B | 1724127165.131 | 109.532 | 25.718 | 42.672 | -79 | -100 | -95 | -87 | -86 | -88 | -84 | -100 |
| C | 1724126718.119 | 103.588 | 92.057 | 42.672 | -75 | -100 | -81 | -84 | -85 | -81 | -84 | -76 |
| D | 1724126805.145 | 77.267 | 10.683 | 42.672 | -88 | -76 | -90 | -100 | -76 | -85 | -62 | -62 |
| E | 1724126736.142 | 30.567 | 53.573 | 42.672 | -83 | -69 | -86 | -82 | -80 | -82 | -74 | -64 |
| F | 1724126906.186 | 86.607 | 81.905 | 42.672 | -79 | -100 | -76 | -81 | -81 | -76 | -71 | -67 |
| G | 1724126948.151 | 90.852 | 53.307 | 42.672 | -100 | -84 | -100 | -83 | -78 | -72 | -76 | -71 |
| H | 1724127176.167 | 60.285 | 2.110 | 42.672 | -88 | -71 | -89 | -87 | -100 | -100 | -85 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126671.150
- **Target RSSI fingerprint:** [-76, -86, -82, -81, -78, -81, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.75768676963907,
48.834991455078125,
42.672000000000004
] | 8 |
24,800 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939450.155 | 101.888 | 5.255 | 42.672 | -76 | -83 | -85 | -75 | -75 | -78 | -75 | -81 |
| B | 1725939797.150 | 97.643 | 27.072 | 42.672 | -76 | -81 | -76 | -78 | -71 | -79 | -69 | -62 |
| C | 1725939804.160 | 67.076 | 42.279 | 42.672 | -75 | -77 | -76 | -77 | -76 | -74 | -76 | -64 |
| D | 1725939859.153 | 73.020 | 10.709 | 42.672 | -100 | -68 | -80 | -75 | -76 | -78 | -71 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939961.153
- **Target RSSI fingerprint:** [-87, -100, -100, -91, -100, -100, -87, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.05712895776632,
11.30636215209961,
42.672000000000004
] | 4 |
23,393 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940798.162 | 85.756 | 63.976 | 51.816 | -76 | -76 | -79 | -79 | -79 | -75 | -74 | -70 |
| B | 1725941158.152 | 17.830 | 26.461 | 51.816 | -72 | -83 | -78 | -75 | -68 | -67 | -66 | -69 |
| C | 1725941322.153 | 49.246 | 54.793 | 51.816 | -78 | -83 | -77 | -78 | -79 | -74 | -72 | -69 |
| D | 1725941181.147 | 100.190 | 18.326 | 51.816 | -88 | -88 | -82 | -82 | -75 | -72 | -79 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941224.140
- **Target RSSI fingerprint:** [-78, -75, -73, -76, -72, -68, -69, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
52.642218623980234,
26.46113395690918,
51.816
] | 4 |
17,307 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841207.188 | 129.058 | 111.471 | 60.960 | -93 | -80 | -80 | -81 | -92 | -79 | -90 | -77 |
| B | 1722841123.166 | 90.001 | 193.243 | 60.960 | -83 | -74 | -74 | -79 | -77 | -76 | -74 | -76 |
| C | 1722841372.151 | 45.849 | 95.958 | 60.960 | -91 | -87 | -84 | -87 | -88 | -83 | -83 | -83 |
| D | 1722841275.172 | 73.868 | 126.281 | 60.960 | -76 | -80 | -85 | -80 | -71 | -73 | -66 | -72 |
| E | 1722841103.153 | 128.208 | 129.877 | 60.960 | -90 | -84 | -83 | -77 | -87 | -78 | -74 | -78 |
| F | 1722840936.162 | 22.925 | 133.898 | 60.960 | -69 | -72 | -78 | -80 | -77 | -70 | -76 | -71 |
| G | 1722841272.168 | 64.529 | 138.184 | 60.960 | -71 | -81 | -79 | -76 | -69 | -72 | -69 | -66 |
| H | 1722841223.170 | 70.472 | 61.867 | 60.960 | -77 | -75 | -80 | -69 | -80 | -73 | -80 | -75 |
| I | 1722840882.140 | 112.925 | 99.103 | 60.960 | -87 | -89 | -84 | -81 | -76 | -75 | -75 | -76 |
| J | 1722840978.143 | 106.982 | 147.766 | 60.960 | -87 | -80 | -81 | -82 | -76 | -86 | -73 | -72 |
| K | 1722841049.149 | 21.227 | 134.031 | 60.960 | -73 | -89 | -83 | -86 | -80 | -75 | -81 | -77 |
| L | 1722841358.174 | 18.679 | 116.952 | 60.960 | -75 | -90 | -76 | -76 | -72 | -83 | -73 | -78 |
| M | 1722841143.180 | 16.981 | 128.869 | 60.960 | -69 | -81 | -75 | -79 | -72 | -74 | -72 | -74 |
| N | 1722841320.178 | 96.793 | 182.587 | 60.960 | -91 | -78 | -85 | -87 | -83 | -79 | -75 | -72 |
| O | 1722841308.154 | 127.359 | 129.001 | 60.960 | -90 | -84 | -82 | -76 | -88 | -77 | -74 | -77 |
| P | 1722841091.160 | 123.963 | 109.043 | 60.960 | -89 | -81 | -83 | -81 | -76 | -81 | -76 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840872.165
- **Target RSSI fingerprint:** [-77, -75, -84, -74, -70, -77, -68, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49125593956623,
93.84811401367188,
60.96
] | 16 |
23,082 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940861.170 | 18.679 | 113.103 | 51.816 | -79 | -79 | -79 | -71 | -73 | -75 | -55 | -70 |
| B | 1725940927.180 | 26.321 | 68.329 | 51.816 | -73 | -73 | -68 | -77 | -74 | -75 | -69 | -70 |
| C | 1725941320.141 | 57.737 | 50.573 | 51.816 | -80 | -75 | -74 | -77 | -75 | -76 | -83 | -68 |
| D | 1725941075.150 | 33.114 | 121.397 | 51.816 | -74 | -78 | -100 | -73 | -72 | -77 | -57 | -68 |
| E | 1725940800.141 | 78.114 | 70.227 | 51.816 | -80 | -82 | -79 | -78 | -78 | -76 | -75 | -71 |
| F | 1725940993.167 | 109.530 | 54.714 | 51.816 | -78 | -75 | -78 | -80 | -76 | -75 | -78 | -71 |
| G | 1725940874.169 | 34.812 | 118.266 | 51.816 | -79 | -79 | -79 | -72 | -77 | -80 | -66 | -68 |
| H | 1725940766.146 | 75.567 | 10.736 | 51.816 | -81 | -81 | -75 | -75 | -73 | -69 | -85 | -70 |
| I | 1725940986.152 | 107.832 | 45.385 | 51.816 | -76 | -74 | -76 | -72 | -78 | -75 | -85 | -62 |
| J | 1725940913.148 | 89.152 | 38.205 | 51.816 | -76 | -75 | -69 | -76 | -78 | -71 | -84 | -63 |
| K | 1725941258.137 | 10.189 | 82.263 | 51.816 | -77 | -74 | -80 | -72 | -74 | -75 | -56 | -68 |
| L | 1725941146.141 | 1.698 | 39.174 | 51.816 | -78 | -81 | -75 | -77 | -77 | -75 | -80 | -65 |
| M | 1725941356.161 | 12.736 | 30.827 | 51.816 | -79 | -77 | -66 | -77 | -73 | -78 | -76 | -72 |
| N | 1725941326.154 | 30.566 | 63.499 | 51.816 | -75 | -73 | -76 | -76 | -73 | -71 | -79 | -69 |
| O | 1725940964.139 | 55.189 | 21.631 | 51.816 | -80 | -79 | -72 | -76 | -74 | -71 | -78 | -72 |
| P | 1725941344.142 | 1.698 | 40.422 | 51.816 | -76 | -79 | -74 | -78 | -74 | -76 | -79 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941438.150
- **Target RSSI fingerprint:** [-100, -100, -100, -100, -75, -60, -66, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.151538200757614,
30.3891658782959,
51.816
] | 16 |
25,819 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939698.147 | 57.737 | 42.439 | 42.672 | -72 | -72 | -78 | -77 | -100 | -77 | -68 | -59 |
| B | 1725939605.149 | 32.265 | 56.492 | 42.672 | -76 | -73 | -76 | -76 | -73 | -66 | -86 | -65 |
| C | 1725939779.137 | 80.661 | 64.136 | 42.672 | -76 | -75 | -100 | -100 | -72 | -100 | -83 | -63 |
| D | 1725939242.150 | 65.378 | 15.394 | 42.672 | -81 | -82 | -75 | -77 | -75 | -74 | -74 | -85 |
| E | 1725939216.154 | 47.548 | 16.747 | 42.672 | -100 | -100 | -68 | -65 | -100 | -71 | -83 | -100 |
| F | 1725939312.127 | 18.679 | 19.242 | 42.672 | -84 | -71 | -75 | -74 | -79 | -75 | -78 | -81 |
| G | 1725939639.141 | 33.963 | 16.309 | 42.672 | -69 | -100 | -72 | -70 | -69 | -64 | -69 | -74 |
| H | 1725939807.149 | 53.491 | 48.490 | 42.672 | -100 | -68 | -100 | -100 | -74 | -100 | -69 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939301.170
- **Target RSSI fingerprint:** [-79, -74, -100, -100, -75, -100, -70, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.793149270081415,
14.093141555786133,
42.672000000000004
] | 8 |
40,692 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128946.138 | 116.325 | 31.225 | 51.816 | -72 | -81 | -84 | -100 | -83 | -68 | -83 | -75 |
| B | 1724128989.136 | 10.189 | 105.009 | 51.816 | -88 | -79 | -83 | -66 | -81 | -82 | -80 | -78 |
| C | 1724128859.132 | 121.419 | 88.474 | 51.816 | -77 | -67 | -100 | -74 | -77 | -100 | -67 | -65 |
| D | 1724128587.123 | 79.814 | 13.947 | 51.816 | -85 | -76 | -79 | -63 | -80 | -74 | -81 | -67 |
| E | 1724128577.132 | 126.514 | 36.281 | 51.816 | -73 | -77 | -80 | -82 | -80 | -65 | -82 | -72 |
| F | 1724128598.130 | 54.342 | 1.924 | 51.816 | -86 | -77 | -82 | -77 | -80 | -78 | -76 | -77 |
| G | 1724128449.132 | 70.474 | 73.969 | 51.816 | -83 | -84 | -82 | -82 | -80 | -85 | -82 | -73 |
| H | 1724128921.119 | 118.872 | 69.391 | 51.816 | -88 | -82 | -81 | -83 | -78 | -80 | -78 | -68 |
| I | 1724128908.136 | 58.587 | 38.152 | 51.816 | -100 | -100 | -72 | -65 | -76 | -79 | -75 | -68 |
| J | 1724128461.128 | 92.550 | 20.715 | 51.816 | -77 | -100 | -76 | -100 | -77 | -76 | -77 | -65 |
| K | 1724128659.143 | 137.552 | 42.717 | 51.816 | -88 | -80 | -83 | -84 | -81 | -78 | -74 | -73 |
| L | 1724128675.132 | 122.268 | 87.638 | 51.816 | -85 | -68 | -79 | -75 | -77 | -80 | -72 | -67 |
| M | 1724128581.147 | 107.834 | 27.045 | 51.816 | -77 | -85 | -83 | -87 | -83 | -78 | -85 | -79 |
| N | 1724128624.147 | 58.587 | 72.470 | 51.816 | -100 | -89 | -82 | -66 | -80 | -84 | -80 | -74 |
| O | 1724128567.178 | 140.099 | 48.835 | 51.816 | -90 | -81 | -81 | -100 | -78 | -75 | -84 | -71 |
| P | 1724128731.140 | 87.456 | 51.701 | 51.816 | -90 | -84 | -80 | -73 | -80 | -84 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128920.127
- **Target RSSI fingerprint:** [-81, -81, -79, -82, -80, -82, -80, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
114.62661052046224,
67.2011947631836,
51.816
] | 16 |
9,315 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000005.218 | 64.529 | 162.509 | 42.672 | -85 | -86 | -86 | -90 | -87 | -80 | -83 | -79 |
| B | 1731999729.231 | 134.152 | 122.632 | 42.672 | -100 | -100 | -91 | -89 | -71 | -86 | -56 | -82 |
| C | 1731999726.219 | 123.114 | 133.858 | 42.672 | -100 | -100 | -90 | -84 | -74 | -83 | -65 | -81 |
| D | 1731999921.238 | 123.963 | 161.580 | 42.672 | -100 | -86 | -84 | -78 | -100 | -80 | -100 | -79 |
| E | 1732000110.222 | 56.887 | 103.137 | 42.672 | -83 | -91 | -89 | -92 | -79 | -82 | -80 | -77 |
| F | 1731999864.219 | 98.491 | 199.905 | 42.672 | -79 | -88 | -90 | -84 | -77 | -87 | -81 | -84 |
| G | 1731999971.213 | 58.585 | 89.748 | 42.672 | -100 | -84 | -83 | -84 | -86 | -81 | -82 | -71 |
| H | 1731999603.217 | 60.283 | 118.770 | 42.672 | -82 | -87 | -84 | -78 | -82 | -78 | -85 | -72 |
| I | 1731999707.218 | 62.831 | 115.598 | 42.672 | -78 | -89 | -89 | -79 | -77 | -82 | -83 | -76 |
| J | 1732000164.237 | 82.359 | 70.771 | 42.672 | -85 | -82 | -89 | -71 | -88 | -77 | -89 | -75 |
| K | 1731999564.230 | 47.548 | 105.380 | 42.672 | -100 | -79 | -82 | -89 | -75 | -84 | -73 | -72 |
| L | 1731999991.231 | 36.510 | 147.115 | 42.672 | -86 | -91 | -89 | -89 | -89 | -78 | -85 | -78 |
| M | 1731999714.247 | 96.793 | 140.613 | 42.672 | -82 | -90 | -90 | -92 | -70 | -81 | -82 | -80 |
| N | 1732000209.222 | 6.793 | 9.210 | 42.672 | -80 | -77 | -79 | -81 | -85 | -76 | -73 | -72 |
| O | 1731999380.232 | 8.491 | 5.547 | 42.672 | -96 | -92 | -88 | -90 | -96 | -86 | -92 | -83 |
| P | 1731999546.245 | 60.283 | 66.232 | 42.672 | -87 | -81 | -89 | -84 | -87 | -79 | -80 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000071.223
- **Target RSSI fingerprint:** [-72, -84, -84, -80, -70, -84, -81, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39688456392899,
190.13797760009766,
42.672000000000004
] | 16 |
1,805 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004608.161 | 74.717 | 8.082 | 60.960 | -80 | -84 | -75 | -79 | -71 | -68 | -85 | -100 |
| B | 1723004911.163 | 99.340 | 13.124 | 60.960 | -82 | -75 | -72 | -77 | -72 | -67 | -70 | -59 |
| C | 1723004382.138 | 117.171 | 10.271 | 60.960 | -82 | -84 | -72 | -75 | -68 | -67 | -84 | -73 |
| D | 1723005023.147 | 102.737 | 46.513 | 60.960 | -86 | -82 | -81 | -82 | -83 | -83 | -71 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004711.153
- **Target RSSI fingerprint:** [-90, -85, -78, -82, -79, -77, -77, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.51027005780502,
43.31451416015625,
60.96
] | 4 |
5,324 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994778.232 | 19.528 | 56.784 | 51.816 | -94 | -91 | -75 | -87 | -80 | -70 | -76 | -70 |
| B | 1731994508.245 | 79.812 | 39.360 | 51.816 | -77 | -91 | -81 | -84 | -83 | -79 | -77 | -70 |
| C | 1731994392.235 | 22.925 | 48.570 | 51.816 | -86 | -90 | -75 | -85 | -83 | -65 | -77 | -72 |
| D | 1731994157.238 | 71.321 | 2.415 | 51.816 | -91 | -89 | -88 | -102 | -98 | -100 | -97 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994429.210
- **Target RSSI fingerprint:** [-77, -79, -82, -80, -76, -80, -78, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.71782556147417,
74.20795440673828,
51.816
] | 4 |
44,524 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691782.146 | 140.948 | 83.510 | 51.816 | -78 | -85 | -85 | -76 | -86 | -77 | -79 | -70 |
| B | 1723691877.158 | 146.043 | 7.073 | 51.816 | -100 | -85 | -79 | -78 | -81 | -73 | -77 | -74 |
| C | 1723691496.156 | 126.514 | 72.748 | 51.816 | -100 | -100 | -80 | -83 | -76 | -78 | -83 | -78 |
| D | 1723691322.138 | 188.497 | 58.376 | 51.816 | -77 | -100 | -100 | -80 | -74 | -82 | -83 | -73 |
| E | 1723691645.135 | 233.499 | 91.420 | 51.816 | -81 | -80 | -84 | -82 | -78 | -83 | -73 | -86 |
| F | 1723691380.168 | 149.439 | 90.292 | 51.816 | -79 | -81 | -87 | -78 | -87 | -80 | -79 | -71 |
| G | 1723691654.143 | 204.630 | 58.111 | 51.816 | -82 | -84 | -87 | -76 | -85 | -72 | -79 | -74 |
| H | 1723691825.153 | 204.630 | 103.934 | 51.816 | -100 | -77 | -82 | -100 | -73 | -100 | -78 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691806.134
- **Target RSSI fingerprint:** [-81, -79, -85, -100, -82, -82, -81, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.94826118008797,
44.80079650878906,
51.816
] | 8 |
42,267 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689618.167 | 154.534 | 17.411 | 42.672 | -74 | -100 | -100 | -80 | -83 | -82 | -67 | -71 |
| B | 1723690032.162 | 123.117 | 62.318 | 42.672 | -80 | -73 | -71 | -87 | -77 | -77 | -72 | -67 |
| C | 1723690192.184 | 225.857 | 74.168 | 42.672 | -100 | -100 | -100 | -83 | -100 | -83 | -100 | -87 |
| D | 1723689752.142 | 153.685 | 46.407 | 42.672 | -82 | -88 | -83 | -83 | -89 | -76 | -79 | -79 |
| E | 1723689901.150 | 210.573 | 130.196 | 42.672 | -84 | -75 | -83 | -86 | -66 | -77 | -82 | -72 |
| F | 1723690244.156 | 39.058 | 55.590 | 42.672 | -80 | -79 | -82 | -82 | -100 | -100 | -72 | -74 |
| G | 1723690158.153 | 174.063 | 67.427 | 42.672 | -87 | -84 | -81 | -81 | -81 | -76 | -75 | -77 |
| H | 1723690326.143 | 11.887 | 71.209 | 42.672 | -96 | -100 | -102 | -95 | -100 | -92 | -90 | -93 |
| I | 1723689767.161 | 207.177 | 98.984 | 42.672 | -88 | -78 | -76 | -85 | -100 | -87 | -100 | -100 |
| J | 1723689797.198 | 207.177 | 52.617 | 42.672 | -85 | -100 | -100 | -90 | -76 | -83 | -72 | -71 |
| K | 1723689898.137 | 217.366 | 116.793 | 42.672 | -83 | -71 | -67 | -85 | -66 | -75 | -80 | -71 |
| L | 1723689594.157 | 78.116 | 49.180 | 42.672 | -79 | -78 | -76 | -85 | -82 | -82 | -73 | -79 |
| M | 1723689970.166 | 215.668 | 108.910 | 42.672 | -83 | -79 | -73 | -82 | -85 | -81 | -100 | -100 |
| N | 1723690219.149 | 155.383 | 1.924 | 42.672 | -89 | -100 | -100 | -86 | -87 | -86 | -70 | -76 |
| O | 1723690044.306 | 150.288 | 89.761 | 42.672 | -100 | -77 | -82 | -84 | -82 | -76 | -82 | -81 |
| P | 1723689724.143 | 151.137 | 87.226 | 42.672 | -100 | -78 | -83 | -90 | -78 | -89 | -76 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689620.183
- **Target RSSI fingerprint:** [-82, -100, -100, -84, -85, -84, -68, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
150.28820392895813,
23.807058334350586,
42.672000000000004
] | 16 |
24,073 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937710.175 | 61.982 | 86.656 | 30.480 | -81 | -75 | -75 | -76 | -71 | -81 | -70 | -74 |
| B | 1725938136.141 | 11.887 | 88.036 | 30.480 | -100 | -81 | -77 | -79 | -66 | -66 | -47 | -57 |
| C | 1725937916.157 | 14.434 | 108.937 | 30.480 | -100 | -73 | -74 | -74 | -66 | -70 | -53 | -61 |
| D | 1725937960.150 | 106.134 | 42.187 | 30.480 | -76 | -86 | -81 | -86 | -63 | -85 | -83 | -77 |
| E | 1725938104.149 | 36.510 | 11.054 | 30.480 | -80 | -80 | -80 | -79 | -86 | -75 | -72 | -71 |
| F | 1725938015.146 | 10.189 | 19.348 | 30.480 | -72 | -71 | -74 | -73 | -100 | -64 | -59 | -58 |
| G | 1725938259.158 | 78.114 | 6.794 | 30.480 | -71 | -82 | -84 | -81 | -100 | -79 | -77 | -65 |
| H | 1725938106.161 | 26.321 | 13.615 | 30.480 | -74 | -79 | -84 | -81 | -84 | -79 | -72 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938249.108
- **Target RSSI fingerprint:** [-69, -82, -81, -80, -100, -80, -75, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.09501238760851,
13.283648490905762,
30.48
] | 8 |
43,171 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691541.144 | 226.706 | 90.902 | 51.816 | -70 | -76 | -79 | -83 | -80 | -76 | -79 | -83 |
| B | 1723691376.140 | 164.723 | 103.469 | 51.816 | -79 | -79 | -76 | -83 | -84 | -79 | -80 | -73 |
| C | 1723691615.140 | 167.270 | 68.488 | 51.816 | -79 | -82 | -80 | -80 | -77 | -76 | -75 | -75 |
| D | 1723691236.145 | 11.887 | 78.017 | 51.816 | -85 | -100 | -100 | -80 | -78 | -77 | -77 | -84 |
| E | 1723691274.137 | 149.439 | 17.769 | 51.816 | -100 | -100 | -100 | -80 | -100 | -76 | -77 | -79 |
| F | 1723691617.161 | 174.912 | 75.522 | 51.816 | -81 | -86 | -82 | -82 | -79 | -82 | -77 | -78 |
| G | 1723691518.128 | 177.459 | 75.853 | 51.816 | -100 | -85 | -79 | -83 | -74 | -80 | -81 | -75 |
| H | 1723691637.144 | 225.008 | 106.535 | 51.816 | -83 | -79 | -78 | -84 | -74 | -83 | -100 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691787.150
- **Target RSSI fingerprint:** [-100, -81, -76, -85, -85, -75, -76, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11745705489611,
68.20974349975586,
51.816
] | 8 |
5,209 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841443.171 | 41.604 | 35.472 | 60.960 | -82 | -80 | -71 | -70 | -85 | -82 | -77 | -73 |
| B | 1722841309.161 | 124.812 | 133.858 | 60.960 | -81 | -82 | -88 | -77 | -81 | -72 | -75 | -76 |
| C | 1722841284.158 | 101.038 | 91.977 | 60.960 | -82 | -77 | -77 | -73 | -70 | -68 | -68 | -77 |
| D | 1722841009.156 | 103.586 | 88.421 | 60.960 | -78 | -79 | -86 | -70 | -78 | -79 | -80 | -72 |
| E | 1722841380.174 | 76.416 | 122.552 | 60.960 | -76 | -85 | -80 | -85 | -79 | -73 | -75 | -74 |
| F | 1722841333.161 | 74.718 | 179.256 | 60.960 | -75 | -74 | -83 | -75 | -77 | -74 | -70 | -73 |
| G | 1722840804.166 | 39.906 | 42.412 | 60.960 | -100 | -90 | -72 | -81 | -86 | -78 | -78 | -77 |
| H | 1722841341.167 | 45.000 | 152.808 | 60.960 | -82 | -79 | -77 | -86 | -79 | -78 | -73 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841005.171
- **Target RSSI fingerprint:** [-82, -80, -90, -73, -79, -78, -80, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.86875716844202,
101.27952575683594,
60.96
] | 8 |
35,126 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691855.126 | 199.535 | 56.824 | 51.816 | -85 | -82 | -100 | -82 | -85 | -72 | -77 | -72 |
| B | 1723691427.140 | 213.970 | 108.791 | 51.816 | -85 | -69 | -72 | -79 | -75 | -82 | -81 | -79 |
| C | 1723691494.145 | 120.570 | 65.025 | 51.816 | -79 | -86 | -73 | -84 | -76 | -76 | -86 | -80 |
| D | 1723691656.139 | 196.988 | 49.193 | 51.816 | -85 | -82 | -100 | -84 | -84 | -71 | -76 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691710.140
- **Target RSSI fingerprint:** [-75, -76, -71, -80, -72, -75, -79, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
162.1754089481735,
106.14975452423096,
51.816
] | 4 |
36,072 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693067.139 | 137.552 | 10.364 | 60.960 | -73 | -80 | -100 | -81 | -80 | -72 | -83 | -78 |
| B | 1723692887.143 | 4.245 | 67.944 | 60.960 | -100 | -99 | -81 | -100 | -100 | -98 | -97 | -72 |
| C | 1723693203.158 | 132.457 | 36.069 | 60.960 | -73 | -100 | -100 | -100 | -74 | -100 | -66 | -76 |
| D | 1723693227.164 | 202.932 | 95.042 | 60.960 | -73 | -70 | -65 | -74 | -69 | -74 | -76 | -66 |
| E | 1723693160.157 | 207.177 | 123.176 | 60.960 | -100 | -76 | -65 | -76 | -72 | -80 | -74 | -68 |
| F | 1723693361.157 | 205.479 | 128.431 | 60.960 | -100 | -75 | -63 | -75 | -69 | -100 | -70 | -66 |
| G | 1723693524.151 | 183.403 | 48.052 | 60.960 | -79 | -100 | -100 | -81 | -82 | -76 | -72 | -100 |
| H | 1723693321.164 | 177.459 | 65.410 | 60.960 | -82 | -81 | -82 | -84 | -78 | -79 | -72 | -79 |
| I | 1723693425.150 | 194.441 | 86.563 | 60.960 | -76 | -82 | -66 | -81 | -73 | -76 | -79 | -67 |
| J | 1723693632.152 | 216.517 | 107.172 | 60.960 | -78 | -77 | -68 | -76 | -73 | -76 | -79 | -72 |
| K | 1723693709.148 | 7.642 | 66.604 | 60.960 | -100 | -81 | -79 | -79 | -100 | -77 | -78 | -67 |
| L | 1723693087.175 | 131.608 | 45.305 | 60.960 | -84 | -80 | -75 | -72 | -83 | -69 | -79 | -63 |
| M | 1723693500.169 | 130.759 | 72.974 | 60.960 | -76 | -81 | -75 | -80 | -80 | -78 | -76 | -65 |
| N | 1723693597.151 | 120.570 | 54.448 | 60.960 | -78 | -80 | -100 | -78 | -80 | -80 | -72 | -77 |
| O | 1723693513.147 | 160.477 | 95.666 | 60.960 | -76 | -71 | -72 | -77 | -71 | -76 | -79 | -66 |
| P | 1723693050.172 | 61.134 | 47.043 | 60.960 | -79 | -79 | -100 | -77 | -100 | -76 | -100 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693068.146
- **Target RSSI fingerprint:** [-73, -83, -100, -80, -81, -72, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.64642871424323,
8.214364051818848,
60.96
] | 16 |
24,927 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941278.137 | 37.359 | 115.572 | 51.816 | -78 | -60 | -76 | -100 | -70 | -100 | -100 | -69 |
| B | 1725941323.162 | 44.152 | 56.890 | 51.816 | -73 | -78 | -73 | -77 | -78 | -74 | -74 | -68 |
| C | 1725940639.144 | 42.453 | 18.857 | 51.816 | -100 | -97 | -100 | -88 | -100 | -100 | -90 | -100 |
| D | 1725941144.155 | 3.396 | 49.406 | 51.816 | -76 | -75 | -77 | -72 | -79 | -73 | -74 | -62 |
| E | 1725941231.161 | 51.793 | 22.931 | 51.816 | -80 | -78 | -82 | -76 | -87 | -74 | -73 | -86 |
| F | 1725940818.142 | 56.888 | 41.457 | 51.816 | -74 | -78 | -75 | -78 | -75 | -74 | -80 | -60 |
| G | 1725941032.160 | 40.755 | 25.081 | 51.816 | -83 | -85 | -74 | -79 | -75 | -72 | -79 | -71 |
| H | 1725941253.136 | 5.094 | 57.023 | 51.816 | -77 | -71 | -76 | -73 | -72 | -75 | -73 | -73 |
| I | 1725941235.146 | 32.265 | 26.143 | 51.816 | -82 | -86 | -74 | -76 | -76 | -74 | -78 | -74 |
| J | 1725941016.141 | 61.133 | 60.115 | 51.816 | -75 | -81 | -79 | -77 | -78 | -77 | -76 | -61 |
| K | 1725941327.148 | 26.321 | 65.410 | 51.816 | -78 | -82 | -74 | -78 | -78 | -73 | -78 | -71 |
| L | 1725940840.153 | 1.698 | 30.124 | 51.816 | -80 | -100 | -74 | -71 | -70 | -74 | -62 | -68 |
| M | 1725940765.145 | 68.775 | 12.939 | 51.816 | -80 | -76 | -100 | -68 | -72 | -77 | -66 | -69 |
| N | 1725940845.143 | 0.849 | 30.349 | 51.816 | -78 | -78 | -81 | -74 | -71 | -68 | -74 | -74 |
| O | 1725941200.156 | 87.454 | 69.789 | 51.816 | -79 | -76 | -78 | -79 | -79 | -75 | -76 | -71 |
| P | 1725941106.155 | 102.737 | 31.092 | 51.816 | -73 | -82 | -81 | -77 | -77 | -72 | -71 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941050.145
- **Target RSSI fingerprint:** [-100, -69, -74, -71, -69, -63, -69, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.2453402116113095,
52.948808670043945,
51.816
] | 16 |
5,705 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004582.193 | 130.756 | 52.299 | 60.960 | -87 | -88 | -90 | -90 | -88 | -68 | -74 | -65 |
| B | 1723004953.140 | 49.246 | 44.668 | 60.960 | -86 | -81 | -78 | -70 | -75 | -87 | -88 | -71 |
| C | 1723004996.143 | 80.661 | 91.645 | 60.960 | -80 | -76 | -76 | -81 | -72 | -81 | -70 | -72 |
| D | 1723004340.138 | 98.491 | 45.902 | 60.960 | -78 | -77 | -82 | -85 | -75 | -68 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004646.132
- **Target RSSI fingerprint:** [-84, -87, -83, -78, -85, -87, -83, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.735933227295806,
85.46123504638672,
60.96
] | 4 |
42,487 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696669.138 | 107.834 | 30.562 | 42.672 | -77 | -100 | -81 | -78 | -83 | -85 | -78 | -80 |
| B | 1723696670.152 | 102.739 | 28.173 | 42.672 | -77 | -77 | -79 | -82 | -80 | -83 | -74 | -70 |
| C | 1723696575.152 | 123.117 | 44.350 | 42.672 | -78 | -80 | -88 | -79 | -82 | -86 | -79 | -84 |
| D | 1723696578.144 | 118.872 | 51.622 | 42.672 | -80 | -77 | -89 | -75 | -76 | -80 | -77 | -82 |
| E | 1723696489.137 | 128.212 | 46.101 | 42.672 | -82 | -80 | -85 | -80 | -82 | -82 | -82 | -100 |
| F | 1723696561.175 | 78.116 | 21.777 | 42.672 | -79 | -100 | -75 | -72 | -69 | -71 | -71 | -67 |
| G | 1723696582.136 | 112.079 | 63.844 | 42.672 | -81 | -80 | -84 | -66 | -70 | -70 | -70 | -77 |
| H | 1723696737.160 | 79.814 | 20.596 | 42.672 | -77 | -78 | -82 | -76 | -68 | -70 | -71 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696461.151
- **Target RSSI fingerprint:** [-100, -77, -85, -78, -77, -70, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32321062142691,
75.42882919311523,
42.672000000000004
] | 8 |
14,386 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828737.172 | 72.170 | 119.579 | 42.672 | -93 | -92 | -88 | -87 | -87 | -96 | -86 | -93 |
| B | 1722828341.157 | 66.227 | 8.878 | 42.672 | -99 | -93 | -102 | -95 | -92 | -83 | -93 | -95 |
| C | 1722828493.164 | 82.359 | 47.004 | 42.672 | -84 | -91 | -81 | -85 | -83 | -79 | -86 | -80 |
| D | 1722828970.162 | 21.227 | 48.264 | 42.672 | -82 | -84 | -87 | -85 | -83 | -76 | -72 | -74 |
| E | 1722828822.155 | 111.227 | 37.622 | 42.672 | -93 | -93 | -82 | -78 | -77 | -89 | -69 | -77 |
| F | 1722829119.159 | 70.472 | 0.133 | 42.672 | -96 | -85 | -99 | -100 | -100 | -92 | -100 | -97 |
| G | 1722828898.153 | 95.944 | 42.903 | 42.672 | -99 | -92 | -94 | -88 | -82 | -85 | -85 | -92 |
| H | 1722829025.144 | 87.453 | 21.657 | 42.672 | -94 | -97 | -81 | -81 | -79 | -88 | -68 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828884.138
- **Target RSSI fingerprint:** [-87, -92, -90, -86, -88, -77, -79, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.67969214634147,
64.64001178741455,
42.672000000000004
] | 8 |
14,809 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010428.157 | 16.132 | 84.307 | 60.960 | -73 | -72 | -71 | -82 | -87 | -81 | -82 | -73 |
| B | 1723009984.157 | 36.510 | 84.784 | 60.960 | -75 | -82 | -71 | -77 | -89 | -81 | -84 | -74 |
| C | 1723009892.154 | 60.283 | 6.569 | 60.960 | -73 | -71 | -77 | -64 | -73 | -74 | -66 | -71 |
| D | 1723009911.158 | 148.586 | 8.679 | 60.960 | -78 | -84 | -77 | -100 | -85 | -85 | -60 | -80 |
| E | 1723010322.144 | 16.132 | 55.696 | 60.960 | -74 | -81 | -76 | -81 | -66 | -67 | -77 | -74 |
| F | 1723010213.146 | 55.189 | 84.798 | 60.960 | -77 | -72 | -70 | -66 | -82 | -82 | -100 | -70 |
| G | 1723009950.158 | 53.491 | 43.806 | 60.960 | -83 | -83 | -87 | -76 | -81 | -70 | -68 | -75 |
| H | 1723009809.161 | 144.341 | 6.290 | 60.960 | -100 | -85 | -100 | -100 | -67 | -65 | -57 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009943.141
- **Target RSSI fingerprint:** [-82, -83, -86, -80, -76, -72, -67, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
88.30247035837111,
45.41123390197754,
60.96
] | 8 |
15,802 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999659.135 | 13.585 | 45.849 | 42.672 | -89 | -77 | -86 | -88 | -81 | -84 | -87 | -74 |
| B | 1722999614.161 | 138.397 | 13.987 | 42.672 | -79 | -70 | -70 | -67 | -65 | -69 | -72 | -72 |
| C | 1722999655.157 | 31.415 | 46.552 | 42.672 | -100 | -79 | -76 | -79 | -69 | -84 | -100 | -62 |
| D | 1722999752.153 | 76.416 | 10.444 | 42.672 | -78 | -100 | -82 | -86 | -84 | -83 | -85 | -74 |
| E | 1722999840.162 | 139.246 | 16.004 | 42.672 | -79 | -82 | -74 | -66 | -66 | -75 | -72 | -78 |
| F | 1723000152.139 | 116.322 | 97.829 | 42.672 | -85 | -87 | -87 | -86 | -88 | -73 | -68 | -71 |
| G | 1722999807.156 | 16.132 | 27.961 | 42.672 | -73 | -81 | -82 | -83 | -77 | -81 | -70 | -66 |
| H | 1722999964.148 | 118.869 | 14.226 | 42.672 | -90 | -87 | -84 | -82 | -84 | -82 | -86 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999835.138
- **Target RSSI fingerprint:** [-75, -83, -88, -79, -74, -75, -68, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.71777412073007,
15.38036823272705,
42.672000000000004
] | 8 |
43,774 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689995.167 | 216.517 | 62.583 | 42.672 | -82 | -89 | -85 | -83 | -87 | -79 | -79 | -73 |
| B | 1723690124.190 | 150.288 | 84.612 | 42.672 | -79 | -87 | -83 | -88 | -88 | -79 | -76 | -78 |
| C | 1723689970.166 | 215.668 | 108.910 | 42.672 | -100 | -82 | -85 | -85 | -81 | -85 | -100 | -100 |
| D | 1723690013.148 | 156.232 | 1.407 | 42.672 | -100 | -85 | -85 | -78 | -84 | -77 | -80 | -76 |
| E | 1723689977.158 | 223.310 | 113.793 | 42.672 | -78 | -89 | -83 | -85 | -86 | -85 | -100 | -89 |
| F | 1723690189.160 | 236.046 | 86.005 | 42.672 | -81 | -87 | -100 | -88 | -87 | -89 | -85 | -92 |
| G | 1723690071.139 | 196.139 | 47.734 | 42.672 | -89 | -100 | -100 | -89 | -82 | -86 | -83 | -82 |
| H | 1723689674.338 | 200.384 | 51.117 | 42.672 | -87 | -84 | -83 | -83 | -78 | -86 | -78 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689573.002
- **Target RSSI fingerprint:** [-100, -77, -69, -100, -100, -100, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.038116672748338,
76.72932624816895,
42.672000000000004
] | 8 |
42,999 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689830.151 | 125.665 | 60.155 | 42.672 | -83 | -75 | -88 | -76 | -70 | -68 | -68 | -67 |
| B | 1723690233.136 | 90.852 | 31.942 | 42.672 | -85 | -100 | -85 | -100 | -73 | -71 | -73 | -76 |
| C | 1723689760.147 | 181.704 | 74.526 | 42.672 | -76 | -83 | -80 | -80 | -82 | -78 | -80 | -78 |
| D | 1723690102.142 | 208.026 | 134.973 | 42.672 | -78 | -81 | -84 | -67 | -71 | -71 | -84 | -73 |
| E | 1723690030.175 | 123.967 | 58.429 | 42.672 | -83 | -78 | -88 | -75 | -71 | -70 | -70 | -68 |
| F | 1723690141.138 | 140.099 | 45.663 | 42.672 | -75 | -74 | -82 | -84 | -75 | -71 | -80 | -79 |
| G | 1723690008.159 | 165.572 | 11.970 | 42.672 | -85 | -92 | -87 | -87 | -100 | -100 | -84 | -76 |
| H | 1723690078.153 | 213.970 | 68.011 | 42.672 | -85 | -84 | -85 | -83 | -100 | -100 | -80 | -80 |
| I | 1723689750.129 | 146.892 | 39.572 | 42.672 | -83 | -82 | -85 | -87 | -86 | -84 | -81 | -85 |
| J | 1723689573.002 | 11.038 | 76.729 | 42.672 | -100 | -100 | -77 | -100 | -76 | -83 | -75 | -74 |
| K | 1723690202.146 | 193.592 | 34.702 | 42.672 | -86 | -86 | -86 | -83 | -100 | -100 | -82 | -77 |
| L | 1723689696.139 | 225.008 | 108.525 | 42.672 | -100 | -68 | -100 | -69 | -77 | -71 | -100 | -72 |
| M | 1723690041.146 | 138.401 | 78.999 | 42.672 | -76 | -100 | -78 | -82 | -81 | -84 | -81 | -78 |
| N | 1723689589.143 | 54.341 | 59.372 | 42.672 | -100 | -80 | -72 | -100 | -76 | -79 | -69 | -73 |
| O | 1723689763.150 | 192.742 | 84.572 | 42.672 | -85 | -85 | -85 | -91 | -81 | -76 | -81 | -91 |
| P | 1723690080.153 | 220.762 | 75.004 | 42.672 | -100 | -82 | -100 | -87 | -100 | -100 | -85 | -91 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689770.129
- **Target RSSI fingerprint:** [-79, -100, -87, -81, -80, -78, -100, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
218.21507576125558,
109.2682933807373,
42.672000000000004
] | 16 |
8,471 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000032.154 | 16.132 | 26.328 | 42.672 | -83 | -74 | -85 | -85 | -67 | -82 | -79 | -69 |
| B | 1722999514.145 | 112.925 | 12.925 | 42.672 | -82 | -80 | -74 | -79 | -100 | -75 | -77 | -80 |
| C | 1723000165.137 | 136.699 | 96.383 | 42.672 | -79 | -84 | -83 | -75 | -61 | -73 | -85 | -71 |
| D | 1723000059.144 | 112.076 | 15.792 | 42.672 | -83 | -78 | -75 | -83 | -78 | -75 | -83 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999689.161
- **Target RSSI fingerprint:** [-81, -82, -84, -82, -81, -86, -87, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79279589620237,
92.78648376464844,
42.672000000000004
] | 4 |
1,061 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828830.142 | 76.416 | 11.917 | 42.672 | -95 | -88 | -88 | -87 | -85 | -82 | -84 | -76 |
| B | 1722828943.135 | 44.151 | 92.468 | 42.672 | -89 | -81 | -82 | -85 | -75 | -80 | -79 | -86 |
| C | 1722828951.147 | 13.585 | 65.370 | 42.672 | -94 | -88 | -84 | -84 | -76 | -83 | -79 | -81 |
| D | 1722828825.164 | 97.642 | 27.218 | 42.672 | -96 | -97 | -82 | -88 | -80 | -75 | -77 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828936.141
- **Target RSSI fingerprint:** [-88, -96, -81, -94, -76, -82, -80, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219264195122,
117.61536121368408,
42.672000000000004
] | 4 |
31,345 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130164.120 | 138.401 | 40.289 | 60.960 | -73 | -100 | -77 | -69 | -73 | -64 | -75 | -66 |
| B | 1724129916.122 | 67.927 | 69.669 | 60.960 | -77 | -80 | -77 | -84 | -80 | -73 | -74 | -64 |
| C | 1724130098.136 | 74.720 | 75.946 | 60.960 | -79 | -85 | -76 | -82 | -77 | -67 | -77 | -62 |
| D | 1724130313.135 | 65.380 | 38.604 | 60.960 | -82 | -79 | -77 | -79 | -82 | -78 | -69 | -69 |
| E | 1724130257.285 | 138.401 | 53.931 | 60.960 | -83 | -79 | -75 | -83 | -82 | -82 | -69 | -68 |
| F | 1724129896.143 | 123.117 | 84.201 | 60.960 | -100 | -76 | -70 | -75 | -75 | -79 | -67 | -62 |
| G | 1724130263.129 | 124.816 | 80.418 | 60.960 | -83 | -80 | -74 | -83 | -82 | -81 | -70 | -67 |
| H | 1724130358.131 | 84.909 | 14.252 | 60.960 | -76 | -82 | -82 | -84 | -77 | -80 | -72 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130282.123
- **Target RSSI fingerprint:** [-78, -82, -78, -78, -77, -72, -77, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07779354832839,
72.62877941131592,
60.96
] | 8 |
654 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009764.163 | 182.548 | 36.029 | 60.960 | -85 | -74 | -76 | -74 | -79 | -100 | -79 | -75 |
| B | 1723009992.163 | 73.868 | 86.377 | 60.960 | -81 | -84 | -70 | -100 | -84 | -65 | -83 | -77 |
| C | 1723010573.167 | 196.133 | 0.000 | 60.960 | -88 | -81 | -98 | -82 | -83 | -95 | -85 | -100 |
| D | 1723010085.167 | 1.698 | 83.285 | 60.960 | -88 | -86 | -84 | -76 | -79 | -78 | -76 | -71 |
| E | 1723010470.140 | 170.662 | 46.831 | 60.960 | -100 | -82 | -72 | -82 | -89 | -83 | -87 | -85 |
| F | 1723010158.156 | 137.548 | 43.500 | 60.960 | -83 | -72 | -84 | -67 | -71 | -78 | -72 | -83 |
| G | 1723010298.150 | 61.132 | 85.037 | 60.960 | -77 | -84 | -81 | -73 | -76 | -68 | -74 | -78 |
| H | 1723009981.168 | 22.076 | 84.891 | 60.960 | -76 | -84 | -68 | -82 | -83 | -75 | -77 | -69 |
| I | 1723009802.157 | 156.227 | 6.250 | 60.960 | -78 | -72 | -71 | -100 | -72 | -100 | -76 | -77 |
| J | 1723009623.150 | 199.530 | 3.119 | 60.960 | -95 | -94 | -90 | -91 | -89 | -81 | -92 | -100 |
| K | 1723010095.164 | 6.792 | 72.270 | 60.960 | -76 | -76 | -74 | -82 | -77 | -75 | -71 | -69 |
| L | 1723009960.148 | 25.472 | 42.717 | 60.960 | -81 | -86 | -87 | -66 | -74 | -65 | -71 | -70 |
| M | 1723009965.137 | 15.283 | 60.911 | 60.960 | -78 | -86 | -78 | -80 | -73 | -83 | -74 | -67 |
| N | 1723010240.166 | 139.246 | 59.650 | 60.960 | -84 | -81 | -72 | -78 | -82 | -74 | -77 | -77 |
| O | 1723010115.154 | 48.397 | 9.130 | 60.960 | -84 | -83 | -82 | -73 | -78 | -66 | -77 | -70 |
| P | 1723010077.153 | 38.208 | 85.183 | 60.960 | -80 | -80 | -100 | -83 | -81 | -75 | -73 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010108.162
- **Target RSSI fingerprint:** [-71, -71, -79, -75, -67, -65, -65, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.30217296420122,
11.571769714355469,
60.96
] | 16 |
24,303 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938016.163 | 15.283 | 18.844 | 30.480 | -100 | -71 | -70 | -100 | -62 | -100 | -57 | -56 |
| B | 1725938355.154 | 31.416 | 5.401 | 30.480 | -100 | -87 | -84 | -81 | -78 | -100 | -75 | -82 |
| C | 1725937701.169 | 28.019 | 115.850 | 30.480 | -70 | -75 | -80 | -100 | -79 | -71 | -51 | -61 |
| D | 1725937740.129 | 101.888 | 22.732 | 30.480 | -74 | -100 | -82 | -73 | -77 | -59 | -76 | -75 |
| E | 1725937942.152 | 65.378 | 82.144 | 30.480 | -70 | -78 | -83 | -71 | -83 | -73 | -84 | -74 |
| F | 1725938153.160 | 35.661 | 110.078 | 30.480 | -75 | -80 | -82 | -100 | -72 | -74 | -61 | -64 |
| G | 1725938084.149 | 63.680 | 72.058 | 30.480 | -69 | -81 | -81 | -78 | -85 | -63 | -84 | -71 |
| H | 1725938097.143 | 54.340 | 8.214 | 30.480 | -84 | -78 | -78 | -76 | -78 | -80 | -74 | -64 |
| I | 1725938207.136 | 49.246 | 44.416 | 30.480 | -82 | -84 | -84 | -77 | -77 | -63 | -71 | -67 |
| J | 1725937986.141 | 30.566 | 53.851 | 30.480 | -78 | -63 | -66 | -74 | -66 | -64 | -65 | -60 |
| K | 1725937661.163 | 2.547 | 19.149 | 30.480 | -86 | -83 | -85 | -69 | -81 | -83 | -78 | -60 |
| L | 1725938173.140 | 89.152 | 63.114 | 30.480 | -69 | -83 | -83 | -74 | -78 | -66 | -72 | -74 |
| M | 1725938103.151 | 41.604 | 9.953 | 30.480 | -86 | -84 | -82 | -76 | -80 | -86 | -76 | -76 |
| N | 1725937756.150 | 55.189 | 40.183 | 30.480 | -80 | -78 | -81 | -75 | -75 | -61 | -69 | -63 |
| O | 1725938021.156 | 39.906 | 14.491 | 30.480 | -100 | -80 | -81 | -100 | -80 | -100 | -75 | -68 |
| P | 1725937937.132 | 64.529 | 82.993 | 30.480 | -66 | -77 | -81 | -60 | -82 | -63 | -83 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938037.157
- **Target RSSI fingerprint:** [-81, -83, -79, -70, -82, -100, -81, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.85027670295102,
1.8445825576782227,
30.48
] | 16 |
6,761 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999719.155 | 138.397 | 65.675 | 42.672 | -89 | -73 | -77 | -84 | -83 | -78 | -75 | -64 |
| B | 1723000073.139 | 137.548 | 30.310 | 42.672 | -82 | -83 | -83 | -88 | -77 | -83 | -71 | -83 |
| C | 1723000054.144 | 86.604 | 15.035 | 42.672 | -76 | -85 | -85 | -79 | -84 | -81 | -71 | -70 |
| D | 1722999892.162 | 9.340 | 55.802 | 42.672 | -86 | -94 | -87 | -92 | -92 | -93 | -81 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999489.151
- **Target RSSI fingerprint:** [-88, -81, -86, -90, -86, -76, -76, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
137.54808090466858,
84.01476383209229,
42.672000000000004
] | 4 |
7,796 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833617.151 | 66.227 | 5.428 | 60.960 | -100 | -98 | -85 | -76 | -79 | -92 | -81 | -93 |
| B | 1722833525.157 | 52.642 | 103.535 | 60.960 | -89 | -83 | -84 | -80 | -87 | -84 | -81 | -85 |
| C | 1722833455.151 | 37.359 | 92.242 | 60.960 | -91 | -85 | -81 | -87 | -79 | -76 | -82 | -84 |
| D | 1722833427.156 | 46.698 | 25.691 | 60.960 | -83 | -87 | -84 | -82 | -83 | -78 | -94 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833861.168
- **Target RSSI fingerprint:** [-83, -80, -84, -87, -88, -83, -72, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52875426303011,
67.58603572845459,
60.96
] | 4 |
6,871 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999573.231 | 20.378 | 133.951 | 42.672 | -93 | -89 | -91 | -73 | -78 | -79 | -77 | -82 |
| B | 1732000278.232 | 7.642 | 1.075 | 42.672 | -100 | -94 | -98 | -97 | -93 | -93 | -87 | -90 |
| C | 1731999700.223 | 51.793 | 103.456 | 42.672 | -84 | -88 | -85 | -85 | -82 | -78 | -78 | -83 |
| D | 1732000140.222 | 146.888 | 126.069 | 42.672 | -79 | -100 | -87 | -100 | -83 | -84 | -72 | -58 |
| E | 1732000075.233 | 74.718 | 172.687 | 42.672 | -91 | -90 | -83 | -74 | -92 | -90 | -79 | -72 |
| F | 1731999661.234 | 74.718 | 185.878 | 42.672 | -84 | -86 | -86 | -78 | -90 | -89 | -76 | -72 |
| G | 1731999633.224 | 97.642 | 110.728 | 42.672 | -80 | -70 | -82 | -80 | -74 | -73 | -75 | -86 |
| H | 1731999535.224 | 8.491 | 24.590 | 42.672 | -100 | -71 | -86 | -91 | -80 | -78 | -81 | -92 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999986.221
- **Target RSSI fingerprint:** [-91, -87, -91, -82, -86, -92, -87, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.924689847509843,
132.23931789398193,
42.672000000000004
] | 8 |
33,949 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693390.155 | 119.721 | 64.176 | 60.960 | -77 | -81 | -80 | -79 | -80 | -76 | -71 | -68 |
| B | 1723693568.140 | 202.082 | 132.677 | 60.960 | -82 | -78 | -81 | -79 | -82 | -81 | -77 | -82 |
| C | 1723693581.121 | 150.288 | 89.761 | 60.960 | -83 | -79 | -77 | -77 | -77 | -81 | -75 | -72 |
| D | 1723693416.145 | 159.628 | 55.324 | 60.960 | -82 | -75 | -83 | -77 | -66 | -75 | -75 | -62 |
| E | 1723693241.155 | 225.857 | 85.939 | 60.960 | -82 | -78 | -72 | -76 | -76 | -71 | -100 | -80 |
| F | 1723693596.144 | 118.872 | 58.191 | 60.960 | -80 | -83 | -85 | -78 | -87 | -82 | -82 | -88 |
| G | 1723693655.177 | 202.932 | 55.590 | 60.960 | -80 | -78 | -82 | -73 | -76 | -82 | -75 | -78 |
| H | 1723693318.130 | 170.666 | 79.689 | 60.960 | -84 | -79 | -76 | -82 | -83 | -75 | -79 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693621.137
- **Target RSSI fingerprint:** [-81, -76, -75, -75, -66, -78, -78, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
178.308035892804,
74.91128444671631,
60.96
] | 8 |
32,760 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690113.146 | 190.195 | 121.066 | 42.672 | -71 | -76 | -85 | -83 | -86 | -72 | -86 | -78 |
| B | 1723689666.146 | 193.592 | 50.640 | 42.672 | -90 | -89 | -77 | -71 | -78 | -88 | -82 | -85 |
| C | 1723689779.166 | 227.555 | 104.876 | 42.672 | -83 | -81 | -80 | -76 | -82 | -82 | -100 | -83 |
| D | 1723689763.150 | 192.742 | 84.572 | 42.672 | -81 | -91 | -100 | -85 | -85 | -76 | -81 | -91 |
| E | 1723689708.141 | 208.026 | 137.839 | 42.672 | -83 | -78 | -85 | -84 | -84 | -85 | -84 | -83 |
| F | 1723689584.146 | 28.869 | 70.572 | 42.672 | -78 | -100 | -79 | -100 | -81 | -83 | -70 | -76 |
| G | 1723689837.166 | 123.967 | 67.772 | 42.672 | -82 | -76 | -75 | -86 | -71 | -81 | -71 | -70 |
| H | 1723689794.142 | 218.215 | 65.450 | 42.672 | -100 | -80 | -84 | -89 | -80 | -100 | -78 | -80 |
| I | 1723689605.160 | 129.910 | 25.572 | 42.672 | -89 | -87 | -81 | -86 | -100 | -84 | -76 | -80 |
| J | 1723690181.171 | 231.800 | 96.860 | 42.672 | -91 | -84 | -81 | -82 | -79 | -87 | -100 | -87 |
| K | 1723690056.266 | 168.968 | 94.591 | 42.672 | -71 | -100 | -87 | -78 | -79 | -69 | -80 | -80 |
| L | 1723690227.170 | 119.721 | 18.618 | 42.672 | -86 | -87 | -83 | -87 | -100 | -81 | -73 | -76 |
| M | 1723689627.148 | 134.156 | 49.618 | 42.672 | -75 | -76 | -79 | -82 | -76 | -72 | -70 | -66 |
| N | 1723689960.142 | 179.157 | 74.009 | 42.672 | -84 | -80 | -84 | -73 | -86 | -80 | -79 | -78 |
| O | 1723689693.134 | 231.800 | 94.950 | 42.672 | -100 | -71 | -82 | -86 | -74 | -100 | -81 | -73 |
| P | 1723690116.151 | 180.006 | 111.020 | 42.672 | -72 | -86 | -100 | -88 | -81 | -72 | -89 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689825.157
- **Target RSSI fingerprint:** [-100, -85, -83, -81, -76, -78, -71, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
137.55191546040237,
37.90019989013672,
42.672000000000004
] | 16 |
18,724 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833119.155 | 65.378 | 7.126 | 60.960 | -101 | -104 | -104 | -87 | -89 | -87 | -102 | -100 |
| B | 1722833943.149 | 17.830 | 46.645 | 60.960 | -89 | -89 | -76 | -86 | -88 | -85 | -75 | -77 |
| C | 1722833614.171 | 68.774 | 6.622 | 60.960 | -100 | -88 | -79 | -100 | -100 | -100 | -83 | -81 |
| D | 1722833526.166 | 48.397 | 100.244 | 60.960 | -91 | -84 | -80 | -77 | -84 | -85 | -83 | -82 |
| E | 1722833884.153 | 127.359 | 61.296 | 60.960 | -77 | -78 | -84 | -81 | -74 | -72 | -78 | -84 |
| F | 1722833600.182 | 121.416 | 52.591 | 60.960 | -88 | -79 | -82 | -69 | -79 | -78 | -76 | -83 |
| G | 1722833929.160 | 12.736 | 68.608 | 60.960 | -83 | -86 | -94 | -81 | -84 | -88 | -82 | -78 |
| H | 1722833446.159 | 9.340 | 66.577 | 60.960 | -87 | -86 | -75 | -100 | -83 | -72 | -85 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833468.162
- **Target RSSI fingerprint:** [-91, -91, -74, -83, -82, -87, -78, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07594193130761,
64.95850086212158,
60.96
] | 8 |
38,130 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689866.145 | 194.441 | 49.459 | 42.672 | -76 | -82 | -90 | -91 | -72 | -88 | -83 | -84 |
| B | 1723689909.167 | 205.479 | 135.650 | 42.672 | -87 | -90 | -88 | -86 | -85 | -79 | -84 | -83 |
| C | 1723689898.137 | 217.366 | 116.793 | 42.672 | -76 | -78 | -67 | -71 | -75 | -66 | -80 | -71 |
| D | 1723690040.149 | 135.005 | 75.217 | 42.672 | -100 | -89 | -86 | -82 | -75 | -84 | -80 | -80 |
| E | 1723690032.162 | 123.117 | 62.318 | 42.672 | -77 | -83 | -71 | -73 | -77 | -77 | -72 | -67 |
| F | 1723689672.163 | 196.988 | 46.858 | 42.672 | -84 | -90 | -100 | -100 | -84 | -87 | -83 | -84 |
| G | 1723689817.150 | 157.081 | 4.101 | 42.672 | -100 | -82 | -100 | -100 | -83 | -82 | -83 | -81 |
| H | 1723689754.161 | 160.477 | 53.559 | 42.672 | -82 | -86 | -83 | -87 | -77 | -81 | -82 | -73 |
| I | 1723689896.144 | 221.611 | 108.844 | 42.672 | -72 | -81 | -73 | -75 | -84 | -69 | -84 | -72 |
| J | 1723690041.146 | 138.401 | 78.999 | 42.672 | -100 | -88 | -84 | -81 | -76 | -82 | -81 | -78 |
| K | 1723690003.143 | 184.252 | 30.801 | 42.672 | -86 | -79 | -100 | -100 | -89 | -86 | -75 | -76 |
| L | 1723689703.145 | 209.724 | 138.198 | 42.672 | -81 | -82 | -73 | -73 | -80 | -67 | -84 | -73 |
| M | 1723690123.152 | 153.685 | 87.903 | 42.672 | -79 | -90 | -84 | -77 | -89 | -78 | -76 | -77 |
| N | 1723690097.136 | 218.215 | 115.227 | 42.672 | -76 | -80 | -67 | -69 | -77 | -67 | -80 | -70 |
| O | 1723689573.002 | 11.038 | 76.729 | 42.672 | -100 | -100 | -83 | -76 | -100 | -100 | -75 | -74 |
| P | 1723690045.141 | 153.685 | 93.277 | 42.672 | -82 | -87 | -80 | -77 | -79 | -83 | -82 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690241.178
- **Target RSSI fingerprint:** [-100, -88, -82, -79, -83, -100, -69, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
53.49241156793425,
48.927884101867676,
42.672000000000004
] | 16 |
29,227 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689791.138 | 229.253 | 77.459 | 42.672 | -100 | -87 | -100 | -100 | -89 | -88 | -92 | -86 |
| B | 1723689781.188 | 231.800 | 97.391 | 42.672 | -80 | -82 | -87 | -91 | -85 | -79 | -87 | -100 |
| C | 1723689646.153 | 158.779 | 99.382 | 42.672 | -84 | -82 | -81 | -81 | -84 | -86 | -87 | -78 |
| D | 1723689848.153 | 163.024 | 104.876 | 42.672 | -85 | -100 | -75 | -74 | -100 | -88 | -87 | -83 |
| E | 1723689772.168 | 222.461 | 113.011 | 42.672 | -77 | -84 | -74 | -76 | -76 | -78 | -79 | -100 |
| F | 1723690132.150 | 129.061 | 64.481 | 42.672 | -83 | -82 | -71 | -72 | -80 | -89 | -72 | -78 |
| G | 1723689776.141 | 223.310 | 113.037 | 42.672 | -88 | -83 | -81 | -84 | -85 | -80 | -89 | -81 |
| H | 1723689562.910 | 15.284 | 72.390 | 42.672 | -100 | -66 | -86 | -84 | -100 | -100 | -100 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690075.144
- **Target RSSI fingerprint:** [-87, -86, -100, -100, -87, -79, -82, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
203.78061549689238,
57.31476306915283,
42.672000000000004
] | 8 |
4,885 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833501.158 | 115.473 | 77.605 | 60.960 | -86 | -86 | -83 | -88 | -79 | -81 | -70 | -76 |
| B | 1722833797.154 | 120.567 | 52.073 | 60.960 | -84 | -79 | -77 | -79 | -70 | -83 | -72 | -76 |
| C | 1722833959.161 | 58.585 | 52.882 | 60.960 | -85 | -94 | -89 | -76 | -78 | -78 | -85 | -76 |
| D | 1722833892.154 | 124.812 | 68.807 | 60.960 | -88 | -83 | -81 | -91 | -83 | -85 | -72 | -80 |
| E | 1722833502.150 | 112.076 | 81.109 | 60.960 | -83 | -86 | -82 | -86 | -83 | -81 | -68 | -75 |
| F | 1722833464.156 | 51.793 | 79.118 | 60.960 | -85 | -83 | -91 | -71 | -86 | -83 | -88 | -76 |
| G | 1722833547.144 | 8.491 | 54.382 | 60.960 | -90 | -82 | -84 | -78 | -88 | -77 | -85 | -74 |
| H | 1722833826.154 | 27.170 | 37.436 | 60.960 | -90 | -99 | -86 | -93 | -89 | -77 | -83 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833565.173
- **Target RSSI fingerprint:** [-82, -89, -82, -78, -83, -77, -76, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.0381287021051,
51.88717842102051,
60.96
] | 8 |
16,162 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004616.155 | 75.567 | 23.913 | 60.960 | -100 | -85 | -87 | -79 | -79 | -85 | -78 | -70 |
| B | 1723004832.207 | 76.416 | 13.496 | 60.960 | -100 | -80 | -87 | -81 | -79 | -78 | -76 | -72 |
| C | 1723004970.146 | 6.792 | 61.880 | 60.960 | -81 | -77 | -89 | -91 | -88 | -78 | -80 | -80 |
| D | 1723004412.151 | 67.076 | 87.969 | 60.960 | -80 | -89 | -82 | -73 | -69 | -87 | -77 | -72 |
| E | 1723004985.137 | 22.925 | 88.925 | 60.960 | -81 | -80 | -83 | -87 | -89 | -77 | -69 | -79 |
| F | 1723004352.161 | 124.812 | 94.180 | 60.960 | -77 | -87 | -75 | -83 | -87 | -69 | -74 | -70 |
| G | 1723004533.151 | 6.792 | 62.729 | 60.960 | -81 | -74 | -89 | -88 | -86 | -75 | -79 | -81 |
| H | 1723004988.148 | 37.359 | 89.734 | 60.960 | -81 | -83 | -83 | -83 | -78 | -79 | -70 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004884.135
- **Target RSSI fingerprint:** [-78, -78, -80, -82, -77, -79, -70, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
15.283119872754968,
34.396820068359375,
60.96
] | 8 |
4,765 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841542.143 | 0.849 | 2.216 | 60.960 | -100 | -98 | -99 | -80 | -100 | -96 | -97 | -87 |
| B | 1722841425.202 | 78.963 | 68.117 | 60.960 | -75 | -78 | -82 | -80 | -75 | -73 | -83 | -70 |
| C | 1722841178.169 | 88.303 | 130.488 | 60.960 | -81 | -79 | -76 | -75 | -72 | -79 | -71 | -82 |
| D | 1722841539.170 | 1.698 | 7.299 | 60.960 | -100 | -98 | -89 | -78 | -100 | -93 | -88 | -86 |
| E | 1722840840.181 | 11.887 | 127.170 | 60.960 | -89 | -87 | -78 | -87 | -83 | -80 | -78 | -84 |
| F | 1722840832.184 | 15.283 | 119.447 | 60.960 | -81 | -72 | -70 | -73 | -76 | -79 | -69 | -79 |
| G | 1722841231.169 | 59.434 | 71.368 | 60.960 | -100 | -78 | -75 | -74 | -77 | -80 | -73 | -74 |
| H | 1722841371.174 | 44.151 | 94.180 | 60.960 | -81 | -76 | -80 | -83 | -76 | -85 | -72 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840910.167
- **Target RSSI fingerprint:** [-79, -90, -81, -84, -76, -77, -74, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39688063234729,
186.18340492248535,
60.96
] | 8 |
19,058 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002934.175 | 84.057 | 11.187 | 51.816 | -80 | -78 | -80 | -84 | -77 | -77 | -70 | -69 |
| B | 1723002975.140 | 74.717 | 46.566 | 51.816 | -81 | -83 | -86 | -72 | -83 | -71 | -85 | -65 |
| C | 1723003205.136 | 20.377 | 43.779 | 51.816 | -87 | -73 | -81 | -77 | -91 | -88 | -88 | -80 |
| D | 1723003454.133 | 48.397 | 93.543 | 51.816 | -87 | -87 | -85 | -84 | -80 | -72 | -69 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003185.140
- **Target RSSI fingerprint:** [-83, -76, -71, -100, -78, -86, -84, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.8687102985792,
50.2018404006958,
51.816
] | 4 |
587 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841133.174 | 54.340 | 161.646 | 60.960 | -81 | -80 | -83 | -86 | -73 | -86 | -75 | -77 |
| B | 1722841412.187 | 129.907 | 111.484 | 60.960 | -79 | -91 | -82 | -71 | -73 | -78 | -78 | -79 |
| C | 1722840950.171 | 27.170 | 107.928 | 60.960 | -87 | -75 | -79 | -78 | -80 | -70 | -74 | -67 |
| D | 1722841094.162 | 134.152 | 117.164 | 60.960 | -77 | -87 | -82 | -78 | -81 | -74 | -71 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840859.153
- **Target RSSI fingerprint:** [-82, -74, -78, -79, -77, -74, -69, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.73625348181469,
144.72674369812012,
60.96
] | 4 |
36,850 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690044.306 | 150.288 | 89.761 | 42.672 | -82 | -82 | -88 | -100 | -84 | -76 | -82 | -81 |
| B | 1723690321.153 | 14.434 | 72.324 | 42.672 | -86 | -100 | -103 | -100 | -85 | -95 | -97 | -100 |
| C | 1723690027.162 | 131.608 | 45.624 | 42.672 | -84 | -78 | -82 | -77 | -83 | -82 | -72 | -70 |
| D | 1723690211.153 | 162.175 | 1.553 | 42.672 | -90 | -87 | -80 | -89 | -87 | -87 | -76 | -83 |
| E | 1723690240.172 | 58.587 | 46.685 | 42.672 | -68 | -100 | -89 | -100 | -83 | -85 | -70 | -73 |
| F | 1723690008.159 | 165.572 | 11.970 | 42.672 | -88 | -87 | -79 | -92 | -87 | -85 | -84 | -76 |
| G | 1723689874.168 | 201.233 | 53.639 | 42.672 | -86 | -86 | -89 | -84 | -84 | -78 | -75 | -79 |
| H | 1723690059.138 | 176.610 | 82.077 | 42.672 | -100 | -81 | -100 | -75 | -83 | -70 | -83 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690007.164
- **Target RSSI fingerprint:** [-86, -83, -76, -85, -81, -78, -82, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
169.81717958074364,
15.765209197998047,
42.672000000000004
] | 8 |
37,472 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689654.175 | 166.421 | 103.323 | 42.672 | -75 | -100 | -79 | -85 | -85 | -100 | -80 | -76 |
| B | 1723689776.141 | 223.310 | 113.037 | 42.672 | -77 | -85 | -87 | -80 | -81 | -89 | -81 | -84 |
| C | 1723689929.160 | 133.306 | 71.076 | 42.672 | -77 | -79 | -79 | -88 | -79 | -75 | -78 | -78 |
| D | 1723689603.165 | 119.721 | 29.819 | 42.672 | -100 | -85 | -79 | -89 | -77 | -78 | -75 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689615.148
- **Target RSSI fingerprint:** [-100, -73, -85, -82, -100, -85, -83, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
157.08089111218789,
14.053330421447754,
42.672000000000004
] | 4 |
30,182 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723697770.107 | 0.000 | 60.009 | 51.816 | -96 | -100 | -100 | -100 | -100 | -100 | -81 | -79 |
| B | 1723698440.154 | 23.774 | 52.524 | 51.816 | -83 | -81 | -80 | -79 | -69 | -76 | -77 | -66 |
| C | 1723698416.157 | 80.663 | 21.830 | 51.816 | -73 | -76 | -100 | -72 | -68 | -100 | -70 | -69 |
| D | 1723698064.174 | 79.814 | 23.595 | 51.816 | -72 | -70 | -73 | -73 | -73 | -70 | -64 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698438.149
- **Target RSSI fingerprint:** [-82, -77, -77, -78, -77, -77, -81, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11434792603042,
56.611433029174805,
51.816
] | 4 |
25,029 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939597.150 | 68.775 | 40.050 | 42.672 | -72 | -75 | -100 | -100 | -69 | -72 | -78 | -62 |
| B | 1725939117.149 | 45.850 | 13.549 | 42.672 | -100 | -100 | -100 | -84 | -100 | -100 | -99 | -92 |
| C | 1725939612.145 | 7.642 | 68.382 | 42.672 | -65 | -66 | -77 | -73 | -71 | -74 | -68 | -65 |
| D | 1725939762.157 | 43.302 | 103.827 | 42.672 | -82 | -81 | -77 | -78 | -76 | -77 | -73 | -68 |
| E | 1725939847.137 | 44.152 | 18.141 | 42.672 | -81 | -77 | -72 | -73 | -100 | -72 | -86 | -76 |
| F | 1725939243.163 | 71.322 | 14.624 | 42.672 | -77 | -83 | -64 | -71 | -80 | -76 | -85 | -84 |
| G | 1725939399.155 | 50.944 | 48.968 | 42.672 | -75 | -72 | -100 | -100 | -72 | -72 | -80 | -63 |
| H | 1725939247.143 | 91.699 | 10.165 | 42.672 | -77 | -84 | -75 | -75 | -80 | -72 | -85 | -80 |
| I | 1725939556.152 | 39.057 | 109.985 | 42.672 | -81 | -81 | -79 | -77 | -76 | -76 | -71 | -71 |
| J | 1725939482.164 | 66.227 | 78.879 | 42.672 | -78 | -78 | -68 | -73 | -75 | -83 | -72 | -68 |
| K | 1725939684.150 | 67.076 | 79.490 | 42.672 | -78 | -78 | -68 | -73 | -75 | -83 | -72 | -67 |
| L | 1725939350.180 | 32.265 | 112.732 | 42.672 | -79 | -73 | -74 | -72 | -75 | -70 | -69 | -68 |
| M | 1725939625.165 | 0.849 | 28.146 | 42.672 | -73 | -78 | -67 | -74 | -72 | -74 | -80 | -71 |
| N | 1725939774.134 | 61.982 | 84.055 | 42.672 | -83 | -81 | -79 | -79 | -83 | -79 | -71 | -67 |
| O | 1725939570.150 | 92.548 | 61.402 | 42.672 | -83 | -78 | -81 | -78 | -75 | -74 | -69 | -66 |
| P | 1725939369.166 | 95.945 | 55.072 | 42.672 | -80 | -76 | -82 | -81 | -74 | -77 | -67 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939611.171
- **Target RSSI fingerprint:** [-66, -66, -64, -64, -68, -72, -70, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490680208210069,
67.97087669372559,
42.672000000000004
] | 16 |
19,102 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000175.209 | 68.774 | 58.443 | 42.672 | -86 | -85 | -89 | -81 | -78 | -72 | -90 | -72 |
| B | 1731999661.234 | 74.718 | 185.878 | 42.672 | -91 | -78 | -76 | -86 | -90 | -86 | -72 | -89 |
| C | 1732000272.258 | 5.943 | 0.265 | 42.672 | -101 | -100 | -99 | -81 | -101 | -91 | -89 | -96 |
| D | 1731999549.223 | 70.472 | 74.075 | 42.672 | -94 | -78 | -72 | -77 | -76 | -88 | -84 | -76 |
| E | 1731999714.247 | 96.793 | 140.613 | 42.672 | -94 | -82 | -70 | -90 | -81 | -92 | -82 | -80 |
| F | 1731999618.230 | 90.001 | 89.854 | 42.672 | -83 | -73 | -83 | -83 | -84 | -79 | -82 | -86 |
| G | 1732000163.229 | 84.057 | 72.058 | 42.672 | -75 | -100 | -76 | -80 | -74 | -69 | -64 | -72 |
| H | 1732000165.212 | 82.359 | 70.253 | 42.672 | -72 | -85 | -83 | -80 | -75 | -66 | -89 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999385.223
- **Target RSSI fingerprint:** [-102, -97, -97, -88, -102, -99, -88, -98]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.792500695558472,
10.855169296264648,
42.672000000000004
] | 8 |
2,805 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994663.233 | 15.283 | 47.906 | 51.816 | -82 | -77 | -91 | -81 | -89 | -90 | -79 | -82 |
| B | 1731994735.226 | 95.095 | 101.200 | 51.816 | -94 | -87 | -75 | -92 | -86 | -75 | -70 | -85 |
| C | 1731994813.209 | 100.189 | 97.126 | 51.816 | -85 | -76 | -88 | -85 | -78 | -75 | -74 | -64 |
| D | 1731994422.232 | 104.435 | 88.938 | 51.816 | -100 | -100 | -83 | -100 | -76 | -76 | -73 | -63 |
| E | 1731994427.215 | 118.869 | 75.137 | 51.816 | -75 | -78 | -80 | -85 | -79 | -88 | -78 | -66 |
| F | 1731994300.232 | 39.057 | 91.446 | 51.816 | -89 | -90 | -78 | -93 | -77 | -79 | -69 | -63 |
| G | 1731994611.194 | 84.906 | 97.736 | 51.816 | -80 | -80 | -87 | -75 | -79 | -78 | -75 | -76 |
| H | 1731994399.220 | 39.906 | 58.841 | 51.816 | -92 | -91 | -86 | -81 | -86 | -88 | -74 | -77 |
| I | 1731994931.220 | 67.925 | 2.322 | 51.816 | -81 | -82 | -93 | -73 | -95 | -96 | -89 | -95 |
| J | 1731994487.240 | 10.189 | 90.106 | 51.816 | -93 | -87 | -89 | -95 | -83 | -81 | -86 | -75 |
| K | 1731994934.219 | 68.774 | 0.106 | 51.816 | -85 | -100 | -100 | -71 | -93 | -97 | -96 | -91 |
| L | 1731994952.237 | 78.114 | 1.884 | 51.816 | -90 | -98 | -99 | -94 | -95 | -97 | -98 | -83 |
| M | 1731994660.221 | 27.170 | 40.103 | 51.816 | -82 | -79 | -92 | -86 | -85 | -84 | -78 | -81 |
| N | 1731994337.229 | 116.322 | 73.677 | 51.816 | -98 | -94 | -85 | -89 | -78 | -78 | -72 | -78 |
| O | 1731994834.252 | 99.340 | 44.403 | 51.816 | -85 | -85 | -78 | -78 | -73 | -69 | -72 | -79 |
| P | 1731994509.241 | 80.661 | 39.081 | 51.816 | -93 | -92 | -80 | -86 | -80 | -79 | -75 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994601.222
- **Target RSSI fingerprint:** [-84, -84, -85, -73, -85, -84, -73, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.038131113881526,
74.52644348144531,
51.816
] | 16 |
8,116 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006632.157 | 147.737 | 35.180 | 42.672 | -82 | -84 | -87 | -85 | -88 | -80 | -78 | -85 |
| B | 1723006733.165 | 156.227 | 10.258 | 42.672 | -77 | -79 | -85 | -73 | -77 | -71 | -66 | -79 |
| C | 1723006963.154 | 197.831 | 16.681 | 42.672 | -82 | -84 | -87 | -79 | -89 | -74 | -65 | -79 |
| D | 1723006773.165 | 65.378 | 82.515 | 42.672 | -87 | -89 | -91 | -89 | -93 | -91 | -80 | -72 |
| E | 1723006949.154 | 151.133 | 69.789 | 42.672 | -87 | -84 | -86 | -79 | -74 | -72 | -78 | -79 |
| F | 1723006284.150 | 155.378 | 9.873 | 42.672 | -81 | -80 | -83 | -72 | -75 | -71 | -74 | -75 |
| G | 1723006336.146 | 35.661 | 82.502 | 42.672 | -84 | -83 | -76 | -100 | -76 | -81 | -73 | -68 |
| H | 1723006561.173 | 30.566 | 79.171 | 42.672 | -85 | -88 | -76 | -81 | -75 | -82 | -72 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006935.160
- **Target RSSI fingerprint:** [-88, -83, -83, -80, -80, -75, -100, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.05745647887142,
89.2698335647583,
42.672000000000004
] | 8 |
7,658 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004912.131 | 104.435 | 13.270 | 60.960 | -76 | -76 | -73 | -77 | -69 | -67 | -70 | -59 |
| B | 1723004480.151 | 128.208 | 14.053 | 60.960 | -81 | -77 | -78 | -77 | -70 | -69 | -73 | -74 |
| C | 1723004477.129 | 114.623 | 13.323 | 60.960 | -81 | -77 | -76 | -80 | -73 | -69 | -72 | -66 |
| D | 1723004686.149 | 63.680 | 11.267 | 60.960 | -83 | -74 | -73 | -75 | -74 | -73 | -70 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004770.144
- **Target RSSI fingerprint:** [-82, -77, -82, -73, -80, -77, -69, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.1512351879588,
89.4556188583374,
60.96
] | 4 |
2,002 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006578.131 | 12.736 | 62.782 | 42.672 | -75 | -82 | -77 | -83 | -85 | -85 | -84 | -81 |
| B | 1723006730.148 | 152.831 | 21.684 | 42.672 | -86 | -80 | -100 | -78 | -72 | -69 | -69 | -81 |
| C | 1723006302.145 | 98.491 | 2.827 | 42.672 | -81 | -82 | -85 | -81 | -83 | -89 | -76 | -83 |
| D | 1723006857.179 | 147.737 | 34.861 | 42.672 | -91 | -90 | -83 | -92 | -84 | -78 | -77 | -83 |
| E | 1723006568.158 | 0.849 | 78.733 | 42.672 | -76 | -77 | -66 | -82 | -83 | -82 | -77 | -73 |
| F | 1723006423.146 | 98.491 | 39.333 | 42.672 | -82 | -79 | -100 | -82 | -82 | -88 | -75 | -78 |
| G | 1723006282.154 | 152.831 | 19.760 | 42.672 | -86 | -78 | -83 | -77 | -72 | -69 | -70 | -80 |
| H | 1723006548.137 | 66.227 | 79.038 | 42.672 | -94 | -93 | -85 | -88 | -88 | -92 | -82 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006718.139
- **Target RSSI fingerprint:** [-82, -78, -76, -72, -82, -74, -76, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.15182976093212,
83.66973400115967,
42.672000000000004
] | 8 |
32,566 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691846.147 | 230.102 | 91.008 | 51.816 | -81 | -100 | -79 | -84 | -86 | -79 | -81 | -81 |
| B | 1723691839.144 | 228.404 | 97.351 | 51.816 | -77 | -86 | -85 | -84 | -75 | -77 | -100 | -81 |
| C | 1723691321.136 | 185.950 | 62.888 | 51.816 | -76 | -100 | -100 | -100 | -74 | -76 | -81 | -79 |
| D | 1723691543.152 | 227.555 | 92.720 | 51.816 | -81 | -75 | -69 | -83 | -79 | -80 | -76 | -79 |
| E | 1723691667.163 | 157.081 | 6.741 | 51.816 | -83 | -100 | -81 | -83 | -84 | -75 | -75 | -75 |
| F | 1723691766.147 | 200.384 | 137.468 | 51.816 | -100 | -83 | -83 | -84 | -85 | -80 | -76 | -80 |
| G | 1723691293.140 | 119.721 | 67.652 | 51.816 | -80 | -80 | -91 | -85 | -86 | -74 | -82 | -76 |
| H | 1723691649.130 | 224.159 | 80.233 | 51.816 | -82 | -100 | -79 | -84 | -83 | -78 | -76 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691771.147
- **Target RSSI fingerprint:** [-76, -82, -80, -86, -86, -79, -78, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
181.7043848948122,
120.2296257019043,
51.816
] | 8 |
2,595 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839021.173 | 121.416 | 145.005 | 51.816 | -100 | -80 | -86 | -84 | -78 | -74 | -70 | -80 |
| B | 1722838781.167 | 81.510 | 119.632 | 51.816 | -82 | -80 | -81 | -72 | -77 | -75 | -68 | -66 |
| C | 1722838998.144 | 102.737 | 91.911 | 51.816 | -84 | -67 | -79 | -80 | -72 | -78 | -71 | -71 |
| D | 1722839130.166 | 97.642 | 85.780 | 51.816 | -84 | -86 | -87 | -88 | -86 | -78 | -82 | -84 |
| E | 1722839305.165 | 113.774 | 153.485 | 51.816 | -83 | -84 | -90 | -86 | -91 | -85 | -90 | -72 |
| F | 1722839146.187 | 59.434 | 72.324 | 51.816 | -75 | -87 | -75 | -90 | -74 | -83 | -71 | -87 |
| G | 1722838867.167 | 38.208 | 100.072 | 51.816 | -74 | -76 | -77 | -71 | -72 | -82 | -67 | -73 |
| H | 1722838890.182 | 101.038 | 141.794 | 51.816 | -86 | -100 | -91 | -80 | -84 | -80 | -79 | -69 |
| I | 1722838953.173 | 17.830 | 118.757 | 51.816 | -88 | -90 | -84 | -77 | -77 | -89 | -77 | -82 |
| J | 1722839067.155 | 19.528 | 120.389 | 51.816 | -86 | -79 | -76 | -74 | -70 | -84 | -71 | -76 |
| K | 1722839016.140 | 134.152 | 124.158 | 51.816 | -82 | -83 | -85 | -91 | -81 | -81 | -81 | -83 |
| L | 1722839148.154 | 52.642 | 79.689 | 51.816 | -72 | -88 | -77 | -89 | -84 | -83 | -70 | -87 |
| M | 1722838965.164 | 25.472 | 139.896 | 51.816 | -85 | -78 | -87 | -68 | -77 | -67 | -79 | -71 |
| N | 1722839099.165 | 114.623 | 151.959 | 51.816 | -85 | -100 | -92 | -89 | -90 | -80 | -89 | -72 |
| O | 1722839007.165 | 130.756 | 113.701 | 51.816 | -100 | -74 | -80 | -80 | -75 | -74 | -77 | -68 |
| P | 1722839255.157 | 46.698 | 152.968 | 51.816 | -84 | -84 | -77 | -77 | -76 | -74 | -72 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839246.177
- **Target RSSI fingerprint:** [-71, -84, -80, -86, -83, -74, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81188022515069,
182.40134716033936,
51.816
] | 16 |
31,756 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123080.144 | 80.663 | 29.381 | 60.960 | -83 | -75 | -78 | -81 | -78 | -77 | -76 | -67 |
| B | 1724123436.151 | 93.399 | 34.901 | 60.960 | -83 | -73 | -76 | -83 | -84 | -75 | -78 | -68 |
| C | 1724123452.141 | 100.192 | 64.268 | 60.960 | -80 | -78 | -76 | -80 | -81 | -78 | -78 | -62 |
| D | 1724123246.136 | 39.907 | 7.975 | 60.960 | -80 | -78 | -77 | -81 | -81 | -79 | -78 | -66 |
| E | 1724123533.132 | 113.778 | 44.695 | 60.960 | -77 | -72 | -100 | -79 | -100 | -74 | -75 | -75 |
| F | 1724123566.138 | 43.303 | 63.061 | 60.960 | -84 | -100 | -79 | -82 | -82 | -66 | -77 | -64 |
| G | 1724123391.127 | 41.605 | 57.792 | 60.960 | -83 | -82 | -79 | -78 | -79 | -69 | -77 | -63 |
| H | 1724123245.137 | 36.511 | 5.945 | 60.960 | -80 | -80 | -82 | -83 | -76 | -80 | -78 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123582.127
- **Target RSSI fingerprint:** [-68, -76, -100, -72, -64, -85, -72, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
15.283545099987027,
35.1001501083374,
60.96
] | 8 |
11,679 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002945.139 | 133.303 | 12.554 | 51.816 | -83 | -100 | -74 | -76 | -81 | -76 | -72 | -79 |
| B | 1723002972.159 | 89.152 | 47.999 | 51.816 | -100 | -75 | -78 | -83 | -72 | -80 | -80 | -63 |
| C | 1723003360.153 | 30.566 | 9.289 | 51.816 | -79 | -77 | -83 | -80 | -100 | -77 | -77 | -69 |
| D | 1723003134.141 | 22.925 | 17.238 | 51.816 | -78 | -72 | -78 | -83 | -90 | -80 | -70 | -81 |
| E | 1723003286.156 | 97.642 | 6.609 | 51.816 | -79 | -75 | -75 | -77 | -72 | -73 | -85 | -68 |
| F | 1723003207.190 | 13.585 | 43.169 | 51.816 | -81 | -77 | -84 | -74 | -87 | -73 | -83 | -75 |
| G | 1723002940.156 | 113.774 | 11.943 | 51.816 | -100 | -100 | -71 | -74 | -73 | -75 | -69 | -100 |
| H | 1723002968.145 | 108.680 | 49.140 | 51.816 | -100 | -80 | -86 | -79 | -84 | -81 | -84 | -61 |
| I | 1723003102.145 | 56.038 | 90.809 | 51.816 | -77 | -82 | -78 | -87 | -77 | -84 | -88 | -63 |
| J | 1723003235.155 | 47.547 | 91.181 | 51.816 | -86 | -83 | -85 | -83 | -76 | -87 | -70 | -82 |
| K | 1723003311.152 | 68.774 | 87.518 | 51.816 | -82 | -88 | -84 | -81 | -78 | -74 | -75 | -73 |
| L | 1723003377.144 | 114.623 | 11.386 | 51.816 | -80 | -83 | -79 | -79 | -78 | -80 | -72 | -75 |
| M | 1723003327.150 | 22.925 | 86.377 | 51.816 | -80 | -74 | -84 | -89 | -80 | -85 | -90 | -71 |
| N | 1723002889.150 | 25.472 | 87.014 | 51.816 | -78 | -76 | -86 | -82 | -77 | -81 | -89 | -68 |
| O | 1723002566.159 | 68.774 | 1.208 | 51.816 | -78 | -89 | -93 | -85 | -91 | -91 | -89 | -81 |
| P | 1723003025.170 | 92.548 | 93.994 | 51.816 | -84 | -88 | -89 | -87 | -89 | -90 | -69 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002862.133
- **Target RSSI fingerprint:** [-81, -83, -91, -83, -75, -83, -77, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56653726123963,
28.57112407684326,
51.816
] | 16 |
4,696 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000076.230 | 70.472 | 168.640 | 42.672 | -93 | -90 | -82 | -73 | -77 | -68 | -94 | -90 |
| B | 1731999867.225 | 89.152 | 188.280 | 42.672 | -93 | -90 | -84 | -76 | -81 | -82 | -88 | -87 |
| C | 1731999779.255 | 22.076 | 131.961 | 42.672 | -83 | -84 | -76 | -77 | -81 | -88 | -78 | -78 |
| D | 1731999808.224 | 88.303 | 125.949 | 42.672 | -88 | -87 | -79 | -83 | -81 | -86 | -81 | -73 |
| E | 1732000010.213 | 81.510 | 140.573 | 42.672 | -87 | -87 | -92 | -83 | -84 | -78 | -77 | -75 |
| F | 1732000051.231 | 121.416 | 160.585 | 42.672 | -85 | -89 | -92 | -88 | -83 | -89 | -73 | -75 |
| G | 1731999371.226 | 4.245 | 0.438 | 42.672 | -100 | -96 | -88 | -94 | -101 | -96 | -99 | -97 |
| H | 1732000031.227 | 126.510 | 109.759 | 42.672 | -90 | -82 | -90 | -89 | -89 | -84 | -81 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999662.228
- **Target RSSI fingerprint:** [-92, -88, -89, -74, -78, -70, -91, -90]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56657023808799,
185.85164546966553,
42.672000000000004
] | 8 |
36,857 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693615.150 | 155.383 | 53.705 | 60.960 | -77 | -75 | -82 | -76 | -77 | -74 | -67 | -62 |
| B | 1723693455.141 | 206.328 | 56.638 | 60.960 | -76 | -78 | -83 | -75 | -82 | -75 | -85 | -78 |
| C | 1723693114.153 | 162.175 | 96.038 | 60.960 | -74 | -73 | -71 | -75 | -78 | -100 | -79 | -73 |
| D | 1723693208.154 | 135.005 | 35.923 | 60.960 | -81 | -83 | -100 | -78 | -82 | -82 | -78 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693170.157
- **Target RSSI fingerprint:** [-79, -76, -69, -78, -82, -76, -78, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
196.13883948208442,
125.65721035003662,
60.96
] | 4 |
29,428 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126983.165 | 101.041 | 21.777 | 42.672 | -89 | -86 | -92 | -85 | -86 | -93 | -75 | -79 |
| B | 1724126808.152 | 63.681 | 4.286 | 42.672 | -100 | -100 | -86 | -85 | -100 | -78 | -61 | -100 |
| C | 1724126989.147 | 72.172 | 8.891 | 42.672 | -86 | -75 | -89 | -85 | -100 | -100 | -62 | -61 |
| D | 1724126913.141 | 55.191 | 66.073 | 42.672 | -86 | -83 | -77 | -81 | -74 | -75 | -63 | -75 |
| E | 1724126710.136 | 113.778 | 94.631 | 42.672 | -82 | -82 | -71 | -80 | -76 | -68 | -82 | -85 |
| F | 1724126798.142 | 109.532 | 26.143 | 42.672 | -91 | -100 | -92 | -83 | -87 | -93 | -80 | -88 |
| G | 1724126602.130 | 8.491 | 110.954 | 42.672 | -74 | -80 | -76 | -100 | -73 | -100 | -77 | -70 |
| H | 1724126792.141 | 137.552 | 40.594 | 42.672 | -87 | -87 | -80 | -73 | -82 | -81 | -100 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126979.138
- **Target RSSI fingerprint:** [-89, -86, -88, -76, -83, -88, -100, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
120.5702130820668,
30.694384574890137,
42.672000000000004
] | 8 |
29,836 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130382.124 | 34.813 | 48.649 | 60.960 | -75 | -74 | -74 | -71 | -75 | -70 | -70 | -62 |
| B | 1724130105.118 | 42.454 | 58.721 | 60.960 | -78 | -79 | -83 | -84 | -74 | -75 | -76 | -65 |
| C | 1724130231.141 | 100.192 | 28.956 | 60.960 | -79 | -74 | -80 | -78 | -79 | -77 | -76 | -65 |
| D | 1724129959.122 | 128.212 | 67.108 | 60.960 | -82 | -82 | -78 | -81 | -77 | -72 | -77 | -70 |
| E | 1724130137.123 | 99.343 | 51.383 | 60.960 | -82 | -84 | -82 | -82 | -75 | -70 | -73 | -69 |
| F | 1724129943.168 | 54.342 | 29.606 | 60.960 | -82 | -85 | -79 | -79 | -78 | -76 | -68 | -71 |
| G | 1724130055.129 | 104.438 | 21.896 | 60.960 | -81 | -85 | -75 | -80 | -87 | -80 | -77 | -70 |
| H | 1724129722.131 | 9.340 | 114.059 | 60.960 | -100 | -100 | -94 | -100 | -96 | -100 | -91 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129921.123
- **Target RSSI fingerprint:** [-78, -82, -83, -81, -77, -73, -76, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.15247170269717,
57.63325214385986,
60.96
] | 8 |
28,913 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689950.127 | 146.043 | 40.302 | 42.672 | -100 | -80 | -84 | -80 | -85 | -88 | -80 | -85 |
| B | 1723690243.135 | 44.152 | 53.373 | 42.672 | -83 | -81 | -100 | -100 | -81 | -79 | -70 | -74 |
| C | 1723689901.150 | 210.573 | 130.196 | 42.672 | -86 | -84 | -66 | -77 | -83 | -75 | -82 | -72 |
| D | 1723689822.145 | 145.194 | 24.351 | 42.672 | -85 | -83 | -84 | -82 | -100 | -100 | -70 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689771.152
- **Target RSSI fingerprint:** [-87, -100, -79, -79, -75, -77, -82, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
220.76233345496675,
111.69677257537842,
42.672000000000004
] | 4 |
44,960 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723697978.160 | 90.003 | 56.718 | 51.816 | -76 | -83 | -79 | -79 | -78 | -73 | -71 | -64 |
| B | 1723698453.145 | 24.623 | 28.730 | 51.816 | -75 | -80 | -77 | -81 | -77 | -84 | -77 | -74 |
| C | 1723698159.154 | 65.380 | 43.567 | 51.816 | -79 | -76 | -79 | -76 | -80 | -72 | -74 | -64 |
| D | 1723697962.141 | 122.268 | 46.752 | 51.816 | -76 | -74 | -81 | -76 | -81 | -76 | -73 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698480.148
- **Target RSSI fingerprint:** [-76, -72, -78, -83, -75, -82, -78, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.038115975343473,
61.77361011505127,
51.816
] | 4 |
487 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841241.145 | 23.774 | 110.834 | 60.960 | -80 | -74 | -82 | -82 | -71 | -79 | -69 | -78 |
| B | 1722840999.159 | 137.548 | 117.576 | 60.960 | -88 | -90 | -73 | -78 | -86 | -75 | -86 | -81 |
| C | 1722840805.154 | 44.151 | 45.663 | 60.960 | -89 | -82 | -100 | -78 | -85 | -77 | -77 | -77 |
| D | 1722841161.160 | 42.453 | 91.380 | 60.960 | -79 | -70 | -76 | -71 | -76 | -81 | -70 | -75 |
| E | 1722841144.158 | 13.585 | 126.281 | 60.960 | -75 | -68 | -73 | -80 | -72 | -72 | -74 | -72 |
| F | 1722840933.185 | 33.963 | 143.758 | 60.960 | -81 | -74 | -78 | -84 | -80 | -72 | -77 | -74 |
| G | 1722841404.177 | 135.850 | 119.871 | 60.960 | -76 | -92 | -84 | -73 | -74 | -74 | -71 | -78 |
| H | 1722841348.203 | 18.679 | 129.532 | 60.960 | -80 | -70 | -71 | -76 | -74 | -71 | -76 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840861.175
- **Target RSSI fingerprint:** [-77, -71, -77, -76, -72, -70, -72, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.67969134023679,
137.0033836364746,
60.96
] | 8 |
34,208 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130380.130 | 39.058 | 39.599 | 60.960 | -80 | -79 | -79 | -76 | -81 | -73 | -73 | -64 |
| B | 1724130102.129 | 56.040 | 66.259 | 60.960 | -83 | -80 | -84 | -80 | -83 | -78 | -77 | -64 |
| C | 1724129864.131 | 101.890 | 20.715 | 60.960 | -75 | -100 | -74 | -77 | -82 | -75 | -74 | -66 |
| D | 1724130153.147 | 139.250 | 61.402 | 60.960 | -76 | -83 | -74 | -77 | -81 | -73 | -79 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129948.125
- **Target RSSI fingerprint:** [-83, -76, -77, -84, -79, -76, -69, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96499746828532,
42.2794246673584,
60.96
] | 4 |
30,863 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126641.159 | 34.813 | 40.276 | 42.672 | -72 | -78 | -100 | -81 | -74 | -100 | -65 | -47 |
| B | 1724126794.145 | 128.212 | 35.379 | 42.672 | -100 | -75 | -68 | -84 | -79 | -74 | -100 | -75 |
| C | 1724127128.158 | 70.474 | 43.142 | 42.672 | -79 | -100 | -100 | -88 | -100 | -76 | -64 | -81 |
| D | 1724126840.150 | 61.134 | 71.448 | 42.672 | -80 | -78 | -84 | -85 | -85 | -83 | -65 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126690.148
- **Target RSSI fingerprint:** [-100, -72, -84, -83, -77, -100, -89, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.2119871506485,
38.6964225769043,
42.672000000000004
] | 4 |
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