id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
7,929 | **[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 | 1723002916.249 | 25.472 | 11.187 | 51.816 | -83 | -85 | -74 | -80 | -76 | -72 | -72 | -80 |
| B | 1723003216.168 | 7.642 | 63.127 | 51.816 | -86 | -91 | -89 | -90 | -93 | -82 | -81 | -81 |
| C | 1723003072.155 | 79.812 | 6.940 | 51.816 | -81 | -73 | -83 | -83 | -80 | -85 | -73 | -68 |
| D | 1723003322.147 | 46.698 | 88.513 | 51.816 | -100 | -68 | -82 | -77 | -81 | -89 | -73 | -64 |
| E | 1723002943.143 | 128.208 | 12.302 | 51.816 | -82 | -82 | -81 | -85 | -80 | -74 | -84 | -76 |
| F | 1723003477.145 | 118.869 | 88.633 | 51.816 | -100 | -88 | -85 | -83 | -86 | -71 | -100 | -63 |
| G | 1723003434.161 | 8.491 | 62.225 | 51.816 | -84 | -89 | -90 | -90 | -90 | -81 | -80 | -81 |
| H | 1723003378.162 | 120.567 | 11.439 | 51.816 | -81 | -78 | -80 | -85 | -81 | -73 | -84 | -74 |
| I | 1723003075.139 | 78.963 | 6.741 | 51.816 | -79 | -74 | -82 | -84 | -72 | -81 | -73 | -67 |
| J | 1723003136.165 | 24.623 | 10.762 | 51.816 | -76 | -100 | -74 | -75 | -80 | -69 | -70 | -75 |
| K | 1723003412.155 | 72.170 | 45.809 | 51.816 | -79 | -71 | -80 | -80 | -84 | -84 | -73 | -64 |
| L | 1723003352.168 | 23.774 | 14.889 | 51.816 | -78 | -88 | -84 | -79 | -78 | -72 | -73 | -79 |
| M | 1723003495.145 | 76.416 | 10.590 | 51.816 | -77 | -75 | -82 | -81 | -76 | -71 | -83 | -69 |
| N | 1723002983.140 | 35.661 | 44.336 | 51.816 | -77 | -85 | -81 | -76 | -72 | -88 | -76 | -66 |
| O | 1723002834.136 | 131.605 | 16.601 | 51.816 | -83 | -85 | -82 | -78 | -80 | -73 | -72 | -78 |
| P | 1723003421.161 | 28.868 | 43.766 | 51.816 | -72 | -82 | -72 | -76 | -68 | -86 | -74 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003070.129
- **Target RSSI fingerprint:** [-84, -77, -79, -77, -81, -87, -76, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05715942542386,
7.696819305419922,
51.816
] | 16 |
18,233 | **[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 | 1722839311.174 | 117.171 | 150.048 | 51.816 | -80 | -85 | -85 | -90 | -82 | -91 | -87 | -82 |
| B | 1722839157.175 | 19.528 | 113.528 | 51.816 | -85 | -82 | -85 | -81 | -89 | -76 | -78 | -81 |
| C | 1722838869.162 | 42.453 | 95.188 | 51.816 | -83 | -74 | -83 | -76 | -83 | -71 | -67 | -73 |
| D | 1722839244.173 | 87.453 | 188.585 | 51.816 | -85 | -84 | -71 | -84 | -83 | -91 | -73 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838931.165
- **Target RSSI fingerprint:** [-72, -70, -81, -86, -75, -83, -81, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56656744721715,
67.12157249450684,
51.816
] | 4 |
16,254 | **[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 | 1723003379.163 | 125.661 | 11.598 | 51.816 | -87 | -80 | -84 | -81 | -83 | -75 | -74 | -76 |
| B | 1723003490.175 | 88.302 | 32.658 | 51.816 | -72 | -75 | -81 | -81 | -83 | -77 | -69 | -62 |
| C | 1723003014.152 | 36.510 | 91.831 | 51.816 | -75 | -79 | -85 | -84 | -85 | -82 | -69 | -79 |
| D | 1723002568.144 | 70.472 | 2.269 | 51.816 | -94 | -95 | -91 | -86 | -84 | -100 | -90 | -79 |
| E | 1723003415.153 | 56.887 | 45.026 | 51.816 | -72 | -86 | -73 | -74 | -83 | -83 | -85 | -63 |
| F | 1723003154.175 | 88.302 | 10.868 | 51.816 | -75 | -76 | -77 | -81 | -79 | -81 | -71 | -66 |
| G | 1723003136.165 | 24.623 | 10.762 | 51.816 | -100 | -72 | -75 | -74 | -80 | -83 | -69 | -75 |
| H | 1723003351.154 | 22.925 | 20.038 | 51.816 | -88 | -73 | -77 | -86 | -83 | -84 | -71 | -77 |
| I | 1723002957.151 | 129.907 | 46.738 | 51.816 | -75 | -83 | -75 | -78 | -74 | -71 | -74 | -73 |
| J | 1723003213.146 | 11.038 | 49.034 | 51.816 | -91 | -88 | -93 | -89 | -89 | -91 | -92 | -80 |
| K | 1723003072.155 | 79.812 | 6.940 | 51.816 | -73 | -89 | -83 | -83 | -80 | -77 | -85 | -68 |
| L | 1723003299.151 | 76.416 | 25.824 | 51.816 | -73 | -82 | -87 | -82 | -79 | -76 | -78 | -70 |
| M | 1723003285.166 | 102.737 | 6.980 | 51.816 | -71 | -85 | -74 | -72 | -68 | -77 | -83 | -68 |
| N | 1723002939.151 | 108.680 | 11.797 | 51.816 | -74 | -76 | -74 | -77 | -78 | -82 | -70 | -69 |
| O | 1723002793.195 | 76.416 | 6.542 | 51.816 | -81 | -77 | -83 | -80 | -77 | -66 | -74 | -77 |
| P | 1723003056.136 | 135.001 | 10.391 | 51.816 | -100 | -77 | -82 | -84 | -77 | -69 | -73 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003118.164
- **Target RSSI fingerprint:** [-86, -86, -80, -74, -81, -81, -79, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.2453110820921145,
84.75790500640869,
51.816
] | 16 |
7,993 | **[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 | 1731994938.235 | 73.868 | 0.265 | 51.816 | -100 | -92 | -87 | -97 | -97 | -91 | -97 | -84 |
| B | 1731994827.217 | 125.661 | 69.630 | 51.816 | -100 | -87 | -83 | -77 | -69 | -73 | -72 | -75 |
| C | 1731994685.253 | 25.472 | 95.215 | 51.816 | -79 | -93 | -92 | -76 | -82 | -87 | -75 | -81 |
| D | 1731994498.217 | 38.208 | 72.416 | 51.816 | -85 | -97 | -77 | -81 | -87 | -79 | -72 | -65 |
| E | 1731994521.240 | 89.152 | 53.201 | 51.816 | -93 | -94 | -89 | -82 | -81 | -85 | -81 | -76 |
| F | 1731994536.220 | 89.152 | 88.275 | 51.816 | -90 | -87 | -82 | -80 | -78 | -86 | -73 | -78 |
| G | 1731994879.226 | 60.283 | 6.755 | 51.816 | -100 | -101 | -77 | -81 | -89 | -76 | -80 | -73 |
| H | 1731994699.213 | 66.227 | 64.295 | 51.816 | -85 | -94 | -79 | -82 | -79 | -80 | -73 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994467.211
- **Target RSSI fingerprint:** [-85, -70, -84, -90, -86, -85, -84, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132189260056805,
47.454872131347656,
51.816
] | 8 |
28,067 | **[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 | 1725943480.158 | 39.906 | 48.676 | 60.960 | -82 | -74 | -71 | -79 | -76 | -74 | -77 | -71 |
| B | 1725943405.158 | 5.094 | 42.983 | 60.960 | -70 | -72 | -71 | -75 | -75 | -71 | -72 | -68 |
| C | 1725943530.163 | 101.039 | 1.871 | 60.960 | -100 | -79 | -84 | -75 | -78 | -72 | -70 | -69 |
| D | 1725943442.156 | 77.265 | 68.634 | 60.960 | -83 | -75 | -67 | -77 | -77 | -78 | -79 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943130.142
- **Target RSSI fingerprint:** [-80, -79, -84, -72, -66, -72, -67, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.1900230787524,
0,
60.96
] | 4 |
36,711 | **[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 | 1724126920.163 | 30.567 | 54.249 | 42.672 | -100 | -79 | -79 | -84 | -80 | -68 | -67 | -63 |
| B | 1724127004.175 | 41.605 | 27.098 | 42.672 | -81 | -100 | -68 | -90 | -80 | -74 | -53 | -65 |
| C | 1724126798.142 | 109.532 | 26.143 | 42.672 | -93 | -87 | -100 | -92 | -83 | -100 | -88 | -80 |
| D | 1724126825.125 | 33.114 | 45.398 | 42.672 | -79 | -72 | -100 | -81 | -81 | -72 | -60 | -66 |
| E | 1724127188.139 | 46.700 | 19.521 | 42.672 | -100 | -100 | -76 | -82 | -81 | -68 | -63 | -61 |
| F | 1724126868.149 | 103.588 | 25.187 | 42.672 | -91 | -80 | -85 | -100 | -92 | -90 | -84 | -92 |
| G | 1724126732.155 | 43.303 | 59.942 | 42.672 | -76 | -84 | -85 | -82 | -82 | -74 | -86 | -65 |
| H | 1724127071.148 | 128.212 | 68.077 | 42.672 | -70 | -81 | -78 | -67 | -90 | -100 | -77 | -86 |
| I | 1724126360.116 | 4.245 | 117.562 | 42.672 | -100 | -100 | -101 | -96 | -100 | -79 | -94 | -75 |
| J | 1724127206.143 | 10.189 | 102.726 | 42.672 | -100 | -82 | -82 | -80 | -88 | -71 | -79 | -66 |
| K | 1724126363.114 | 5.095 | 115.678 | 42.672 | -100 | -100 | -94 | -89 | -100 | -89 | -98 | -85 |
| L | 1724127170.123 | 87.456 | 15.128 | 42.672 | -90 | -88 | -86 | -91 | -91 | -80 | -80 | -62 |
| M | 1724127039.142 | 86.607 | 43.633 | 42.672 | -84 | -75 | -83 | -86 | -79 | -84 | -79 | -76 |
| N | 1724126645.133 | 28.020 | 53.745 | 42.672 | -77 | -100 | -76 | -74 | -74 | -70 | -62 | -66 |
| O | 1724126874.159 | 131.608 | 40.568 | 42.672 | -79 | -79 | -84 | -100 | -87 | -100 | -80 | -92 |
| P | 1724127153.139 | 141.797 | 43.633 | 42.672 | -76 | -67 | -100 | -82 | -69 | -100 | -76 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127076.137
- **Target RSSI fingerprint:** [-69, -78, -73, -67, -80, -100, -69, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
117.17386905158604,
89.73429679870605,
42.672000000000004
] | 16 |
38,728 | **[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 | 1724126947.159 | 86.607 | 51.064 | 42.672 | -91 | -88 | -84 | -87 | -86 | -81 | -84 | -72 |
| B | 1724126797.126 | 113.778 | 28.425 | 42.672 | -100 | -100 | -100 | -100 | -91 | -84 | -88 | -100 |
| C | 1724127184.130 | 54.342 | 2.959 | 42.672 | -90 | -100 | -87 | -68 | -83 | -100 | -83 | -60 |
| D | 1724126355.125 | 2.547 | 121.411 | 42.672 | -103 | -96 | -101 | -91 | -100 | -100 | -98 | -100 |
| E | 1724126600.123 | 6.793 | 114.258 | 42.672 | -79 | -71 | -80 | -81 | -73 | -72 | -72 | -78 |
| F | 1724126945.147 | 77.267 | 46.831 | 42.672 | -91 | -89 | -82 | -82 | -84 | -81 | -82 | -65 |
| G | 1724126661.135 | 73.021 | 79.012 | 42.672 | -100 | -69 | -77 | -81 | -83 | -73 | -75 | -64 |
| H | 1724126618.150 | 41.605 | 39.333 | 42.672 | -60 | -76 | -72 | -80 | -74 | -72 | -57 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127061.156
- **Target RSSI fingerprint:** [-90, -100, -76, -100, -83, -74, -78, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.94827726495132,
45.62355995178223,
42.672000000000004
] | 8 |
14,099 | **[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 | 1731994281.230 | 5.094 | 56.479 | 51.816 | -100 | -100 | -76 | -89 | -83 | -79 | -74 | -70 |
| B | 1731994893.226 | 60.283 | 5.175 | 51.816 | -81 | -84 | -78 | -88 | -81 | -76 | -74 | -76 |
| C | 1731994828.224 | 122.265 | 66.524 | 51.816 | -81 | -88 | -85 | -72 | -74 | -76 | -71 | -76 |
| D | 1731994968.195 | 76.416 | 2.959 | 51.816 | -99 | -94 | -94 | -96 | -88 | -101 | -99 | -91 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994325.203
- **Target RSSI fingerprint:** [-89, -82, -84, -74, -80, -84, -80, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.8687629688396,
67.77182102203369,
51.816
] | 4 |
16,562 | **[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 | 1722838939.177 | 66.227 | 66.803 | 51.816 | -83 | -80 | -84 | -87 | -86 | -83 | -85 | -83 |
| B | 1722839045.133 | 70.472 | 173.351 | 51.816 | -85 | -83 | -78 | -83 | -77 | -77 | -86 | -73 |
| C | 1722839294.170 | 74.718 | 121.238 | 51.816 | -81 | -80 | -82 | -72 | -67 | -71 | -78 | -73 |
| D | 1722839233.156 | 103.586 | 176.071 | 51.816 | -84 | -86 | -86 | -90 | -79 | -78 | -79 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838748.173
- **Target RSSI fingerprint:** [-84, -84, -79, -75, -78, -79, -75, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
14.434063444974061,
122.93678283691406,
51.816
] | 4 |
11,301 | **[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 | 1722839252.155 | 57.736 | 162.801 | 51.816 | -79 | -81 | -87 | -77 | -79 | -73 | -76 | -72 |
| B | 1722839324.182 | 137.548 | 117.257 | 51.816 | -85 | -88 | -86 | -88 | -78 | -71 | -80 | -78 |
| C | 1722839289.149 | 56.038 | 104.650 | 51.816 | -89 | -83 | -84 | -88 | -83 | -82 | -70 | -75 |
| D | 1722839094.170 | 95.944 | 136.088 | 51.816 | -88 | -78 | -87 | -87 | -76 | -77 | -67 | -73 |
| E | 1722839226.187 | 120.567 | 145.974 | 51.816 | -88 | -93 | -83 | -86 | -78 | -80 | -85 | -72 |
| F | 1722839068.164 | 22.925 | 116.793 | 51.816 | -85 | -72 | -75 | -83 | -70 | -83 | -75 | -70 |
| G | 1722839076.167 | 45.849 | 92.853 | 51.816 | -78 | -69 | -74 | -78 | -77 | -80 | -71 | -67 |
| H | 1722839222.162 | 131.605 | 129.121 | 51.816 | -84 | -91 | -84 | -74 | -88 | -76 | -86 | -74 |
| I | 1722838727.157 | 66.227 | 63.419 | 51.816 | -81 | -73 | -74 | -71 | -92 | -83 | -73 | -89 |
| J | 1722838813.158 | 126.510 | 134.137 | 51.816 | -86 | -92 | -85 | -85 | -93 | -78 | -81 | -74 |
| K | 1722839297.155 | 86.604 | 130.926 | 51.816 | -86 | -74 | -86 | -88 | -78 | -74 | -66 | -75 |
| L | 1722838755.162 | 13.585 | 129.227 | 51.816 | -86 | -82 | -83 | -82 | -85 | -87 | -88 | -84 |
| M | 1722839096.158 | 103.586 | 142.776 | 51.816 | -81 | -83 | -86 | -81 | -76 | -77 | -72 | -74 |
| N | 1722839151.132 | 40.755 | 90.650 | 51.816 | -80 | -81 | -81 | -72 | -78 | -87 | -84 | -70 |
| O | 1722838839.163 | 69.623 | 173.470 | 51.816 | -73 | -84 | -84 | -74 | -82 | -76 | -74 | -74 |
| P | 1722839131.155 | 94.246 | 82.608 | 51.816 | -77 | -91 | -71 | -78 | -84 | -82 | -87 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838778.158
- **Target RSSI fingerprint:** [-80, -73, -76, -81, -70, -73, -68, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.1703172248703,
131.45636558532715,
51.816
] | 16 |
37,249 | **[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 | 1724130135.125 | 90.003 | 46.659 | 60.960 | -76 | -77 | -77 | -72 | -80 | -68 | -68 | -68 |
| B | 1724129875.131 | 128.212 | 33.202 | 60.960 | -80 | -76 | -78 | -73 | -81 | -70 | -68 | -73 |
| C | 1724129874.129 | 123.117 | 31.026 | 60.960 | -81 | -82 | -80 | -74 | -81 | -70 | -69 | -77 |
| D | 1724129995.227 | 65.380 | 4.485 | 60.960 | -75 | -78 | -74 | -73 | -71 | -70 | -71 | -62 |
| E | 1724129798.131 | 33.114 | 66.060 | 60.960 | -72 | -80 | -74 | -100 | -71 | -100 | -76 | -68 |
| F | 1724129819.127 | 60.285 | 3.689 | 60.960 | -78 | -72 | -73 | -81 | -71 | -68 | -70 | -71 |
| G | 1724129919.136 | 53.492 | 62.411 | 60.960 | -86 | -85 | -79 | -77 | -85 | -79 | -76 | -64 |
| H | 1724130065.133 | 145.194 | 42.213 | 60.960 | -80 | -80 | -77 | -75 | -82 | -70 | -70 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130508.128
- **Target RSSI fingerprint:** [-100, -97, -100, -91, -97, -100, -95, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.6981719885652757,
121.63628578186035,
60.96
] | 8 |
16,649 | **[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 | 1723010033.158 | 151.133 | 8.241 | 60.960 | -86 | -86 | -100 | -69 | -77 | -86 | -66 | -59 |
| B | 1723010036.148 | 132.454 | 7.352 | 60.960 | -85 | -89 | -100 | -78 | -76 | -88 | -69 | -66 |
| C | 1723009988.154 | 55.189 | 85.886 | 60.960 | -74 | -68 | -69 | -83 | -86 | -74 | -83 | -100 |
| D | 1723009856.145 | 21.227 | 83.165 | 60.960 | -100 | -84 | -81 | -84 | -81 | -72 | -74 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010470.140
- **Target RSSI fingerprint:** [-78, -72, -83, -89, -82, -85, -87, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
170.66150521185187,
46.83116436004639,
60.96
] | 4 |
5,463 | **[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 | 1723008008.157 | 1.698 | 81.016 | 51.816 | -78 | -80 | -84 | -82 | -78 | -80 | -72 | -68 |
| B | 1723007960.151 | 128.208 | 1.009 | 51.816 | -100 | -100 | -70 | -74 | -72 | -69 | -100 | -75 |
| C | 1723008600.127 | 129.907 | 88.421 | 51.816 | -76 | -74 | -88 | -85 | -82 | -86 | -69 | -80 |
| D | 1723008250.149 | 30.566 | 34.078 | 51.816 | -100 | -68 | -67 | -74 | -74 | -65 | -63 | -72 |
| E | 1723008503.177 | 128.208 | 10.032 | 51.816 | -74 | -82 | -87 | -84 | -87 | -79 | -81 | -83 |
| F | 1723008003.148 | 23.774 | 82.422 | 51.816 | -76 | -75 | -83 | -71 | -79 | -75 | -70 | -70 |
| G | 1723008031.147 | 46.698 | 8.095 | 51.816 | -100 | -75 | -70 | -72 | -82 | -68 | -68 | -71 |
| H | 1723008461.163 | 1.698 | 81.732 | 51.816 | -73 | -82 | -80 | -84 | -80 | -73 | -70 | -72 |
| I | 1723008340.153 | 10.189 | 65.808 | 51.816 | -80 | -79 | -77 | -78 | -76 | -74 | -81 | -66 |
| J | 1723007994.162 | 66.227 | 84.240 | 51.816 | -71 | -75 | -72 | -70 | -79 | -76 | -67 | -81 |
| K | 1723008066.150 | 153.680 | 9.130 | 51.816 | -71 | -76 | -80 | -87 | -79 | -80 | -81 | -77 |
| L | 1723008423.181 | 97.642 | 11.320 | 51.816 | -78 | -100 | -89 | -84 | -85 | -90 | -83 | -70 |
| M | 1723008002.147 | 28.868 | 82.555 | 51.816 | -84 | -81 | -84 | -80 | -80 | -77 | -72 | -70 |
| N | 1723008371.155 | 108.680 | 89.018 | 51.816 | -77 | -73 | -89 | -86 | -84 | -88 | -67 | -87 |
| O | 1723007936.158 | 142.642 | 63.618 | 51.816 | -77 | -73 | -77 | -84 | -72 | -81 | -80 | -85 |
| P | 1723008538.140 | 97.642 | 42.359 | 51.816 | -82 | -100 | -79 | -80 | -77 | -78 | -82 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008567.167
- **Target RSSI fingerprint:** [-83, -87, -85, -81, -80, -78, -81, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.943435470936065,
79.56918716430664,
51.816
] | 16 |
22,953 | **[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 | 1725943253.161 | 106.983 | 41.085 | 60.960 | -78 | -74 | -77 | -78 | -74 | -73 | -75 | -73 |
| B | 1725943466.153 | 101.888 | 21.684 | 60.960 | -83 | -82 | -78 | -77 | -77 | -71 | -74 | -78 |
| C | 1725943090.172 | 9.340 | 61.163 | 60.960 | -79 | -79 | -79 | -75 | -75 | -75 | -75 | -73 |
| D | 1725942957.153 | 67.076 | 72.098 | 60.960 | -82 | -76 | -79 | -71 | -69 | -74 | -67 | -77 |
| E | 1725943133.161 | 100.190 | 6.277 | 60.960 | -76 | -76 | -72 | -77 | -77 | -75 | -76 | -66 |
| F | 1725943300.156 | 0.000 | 19.176 | 60.960 | -74 | -71 | -79 | -74 | -77 | -76 | -71 | -70 |
| G | 1725943293.169 | 5.943 | 48.490 | 60.960 | -77 | -70 | -76 | -67 | -76 | -75 | -74 | -66 |
| H | 1725942972.157 | 59.435 | 33.110 | 60.960 | -76 | -72 | -73 | -77 | -77 | -77 | -76 | -61 |
| I | 1725943214.146 | 14.434 | 94.286 | 60.960 | -75 | -74 | -77 | -76 | -78 | -76 | -73 | -74 |
| J | 1725943120.144 | 70.473 | 7.179 | 60.960 | -80 | -85 | -77 | -75 | -76 | -74 | -73 | -71 |
| K | 1725943163.167 | 65.378 | 69.046 | 60.960 | -80 | -82 | -81 | -75 | -76 | -75 | -79 | -71 |
| L | 1725943148.163 | 97.643 | 43.660 | 60.960 | -79 | -80 | -80 | -100 | -69 | -74 | -73 | -75 |
| M | 1725943208.145 | 9.340 | 65.489 | 60.960 | -75 | -73 | -72 | -77 | -79 | -79 | -78 | -73 |
| N | 1725943017.167 | 17.830 | 112.002 | 60.960 | -75 | -74 | -75 | -77 | -80 | -78 | -80 | -77 |
| O | 1725943527.198 | 92.548 | 4.074 | 60.960 | -78 | -82 | -78 | -73 | -74 | -73 | -74 | -69 |
| P | 1725942921.168 | 74.718 | 11.253 | 60.960 | -80 | -77 | -74 | -72 | -72 | -71 | -65 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943085.151
- **Target RSSI fingerprint:** [-73, -80, -74, -71, -75, -76, -75, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188815906313804,
62.50348091125488,
60.96
] | 16 |
61 | **[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 | 1723006475.159 | 79.812 | 87.558 | 42.672 | -100 | -87 | -100 | -71 | -79 | -75 | -80 | -73 |
| B | 1723006721.190 | 140.095 | 67.175 | 42.672 | -85 | -87 | -82 | -74 | -79 | -74 | -76 | -77 |
| C | 1723006316.150 | 81.510 | 44.243 | 42.672 | -86 | -88 | -89 | -78 | -83 | -82 | -79 | -65 |
| D | 1723006757.171 | 94.246 | 11.837 | 42.672 | -91 | -83 | -88 | -100 | -87 | -88 | -81 | -79 |
| E | 1723006961.150 | 190.190 | 24.550 | 42.672 | -84 | -83 | -84 | -100 | -75 | -71 | -68 | -79 |
| F | 1723006279.154 | 148.586 | 34.609 | 42.672 | -85 | -82 | -81 | -78 | -74 | -69 | -67 | -76 |
| G | 1723006783.138 | 41.604 | 80.644 | 42.672 | -76 | -85 | -80 | -79 | -83 | -87 | -76 | -77 |
| H | 1723006409.167 | 144.341 | 40.448 | 42.672 | -90 | -92 | -91 | -76 | -83 | -78 | -78 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006617.167
- **Target RSSI fingerprint:** [-83, -83, -78, -78, -74, -71, -78, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
147.7368251797607,
8.36033821105957,
42.672000000000004
] | 8 |
23,584 | **[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 | 1725943004.150 | 4.245 | 44.151 | 60.960 | -72 | -77 | -70 | -66 | -76 | -76 | -74 | -71 |
| B | 1725943295.137 | 4.245 | 38.803 | 60.960 | -74 | -76 | -66 | -80 | -76 | -73 | -73 | -66 |
| C | 1725943350.161 | 95.945 | 45.663 | 60.960 | -82 | -68 | -83 | -76 | -76 | -73 | -77 | -76 |
| D | 1725942954.167 | 78.114 | 63.485 | 60.960 | -84 | -72 | -79 | -81 | -71 | -77 | -77 | -84 |
| E | 1725943181.148 | 54.340 | 9.727 | 60.960 | -81 | -76 | -80 | -83 | -70 | -74 | -77 | -70 |
| F | 1725943093.155 | 7.642 | 50.348 | 60.960 | -73 | -76 | -68 | -79 | -77 | -73 | -68 | -66 |
| G | 1725942893.181 | 38.208 | 14.704 | 60.960 | -100 | -100 | -100 | -62 | -100 | -76 | -67 | -100 |
| H | 1725943538.165 | 89.152 | 4.140 | 60.960 | -78 | -75 | -82 | -81 | -73 | -70 | -73 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942921.168
- **Target RSSI fingerprint:** [-74, -72, -77, -85, -71, -65, -72, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.7179833129679,
11.253280639648438,
60.96
] | 8 |
42,554 | **[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 | 1723693343.162 | 224.159 | 76.583 | 60.960 | -80 | -79 | -80 | -71 | -77 | -75 | -64 | -70 |
| B | 1723693649.135 | 225.008 | 77.950 | 60.960 | -84 | -78 | -83 | -78 | -79 | -75 | -85 | -81 |
| C | 1723693154.136 | 219.064 | 97.152 | 60.960 | -72 | -81 | -76 | -76 | -75 | -74 | -64 | -69 |
| D | 1723693127.125 | 187.648 | 42.744 | 60.960 | -100 | -72 | -75 | -76 | -100 | -78 | -78 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693485.139
- **Target RSSI fingerprint:** [-77, -79, -81, -82, -75, -69, -75, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.21196866577813,
35.45845031738281,
60.96
] | 4 |
33,583 | **[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 | 1724123144.141 | 24.623 | 54.196 | 60.960 | -70 | -88 | -81 | -77 | -81 | -74 | -76 | -69 |
| B | 1724123343.131 | 95.947 | 81.865 | 60.960 | -80 | -78 | -73 | -78 | -75 | -81 | -77 | -73 |
| C | 1724123117.127 | 46.700 | 34.158 | 60.960 | -84 | -84 | -79 | -79 | -80 | -82 | -69 | -65 |
| D | 1724123297.142 | 28.020 | 24.218 | 60.960 | -81 | -82 | -80 | -79 | -79 | -76 | -79 | -66 |
| E | 1724123128.127 | 18.680 | 20.012 | 60.960 | -100 | -86 | -78 | -78 | -89 | -70 | -84 | -65 |
| F | 1724123414.142 | 28.020 | 5.507 | 60.960 | -76 | -83 | -80 | -74 | -76 | -77 | -77 | -77 |
| G | 1724123340.128 | 92.550 | 87.200 | 60.960 | -71 | -74 | -82 | -72 | -69 | -77 | -76 | -64 |
| H | 1724123059.130 | 26.322 | 20.861 | 60.960 | -78 | -82 | -77 | -76 | -78 | -73 | -84 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123175.138
- **Target RSSI fingerprint:** [-83, -71, -73, -75, -74, -82, -73, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
114.6265882499027,
46.870975494384766,
60.96
] | 8 |
1,058 | **[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 | 1723008129.143 | 28.019 | 85.037 | 51.816 | -71 | -78 | -81 | -68 | -79 | -76 | -73 | -73 |
| B | 1723008000.251 | 39.057 | 82.913 | 51.816 | -100 | -80 | -81 | -88 | -76 | -79 | -70 | -72 |
| C | 1723008119.156 | 2.547 | 82.754 | 51.816 | -76 | -77 | -81 | -79 | -77 | -80 | -84 | -64 |
| D | 1723007932.162 | 137.548 | 81.759 | 51.816 | -83 | -70 | -70 | -80 | -77 | -77 | -71 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008523.147
- **Target RSSI fingerprint:** [-84, -92, -76, -81, -82, -71, -73, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
144.340575722733,
45.119285583496094,
51.816
] | 4 |
16,764 | **[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 | 1723000121.152 | 4.245 | 77.300 | 42.672 | -86 | -89 | -90 | -90 | -88 | -87 | -78 | -83 |
| B | 1722999390.151 | 75.567 | 3.039 | 42.672 | -100 | -95 | -87 | -95 | -89 | -91 | -87 | -84 |
| C | 1722999879.146 | 36.510 | 47.906 | 42.672 | -82 | -83 | -81 | -84 | -87 | -75 | -68 | -87 |
| D | 1722999735.152 | 135.850 | 14.558 | 42.672 | -87 | -81 | -81 | -75 | -88 | -77 | -84 | -88 |
| E | 1723000130.165 | 6.792 | 89.641 | 42.672 | -90 | -90 | -89 | -88 | -85 | -89 | -83 | -90 |
| F | 1722999607.148 | 106.982 | 12.753 | 42.672 | -72 | -71 | -76 | -74 | -72 | -76 | -73 | -67 |
| G | 1722999608.135 | 112.076 | 13.005 | 42.672 | -82 | -73 | -77 | -81 | -75 | -82 | -76 | -71 |
| H | 1722999577.146 | 11.887 | 47.362 | 42.672 | -78 | -100 | -80 | -84 | -72 | -76 | -72 | -67 |
| I | 1722999629.139 | 136.699 | 51.675 | 42.672 | -74 | -76 | -85 | -79 | -83 | -77 | -77 | -71 |
| J | 1722999481.139 | 135.850 | 94.273 | 42.672 | -88 | -79 | -91 | -90 | -87 | -88 | -82 | -74 |
| K | 1722999531.133 | 76.416 | 32.181 | 42.672 | -100 | -89 | -85 | -80 | -78 | -83 | -79 | -71 |
| L | 1723000129.159 | 3.396 | 89.296 | 42.672 | -94 | -92 | -90 | -83 | -89 | -79 | -85 | -79 |
| M | 1722999752.153 | 76.416 | 10.444 | 42.672 | -100 | -83 | -82 | -86 | -78 | -84 | -74 | -85 |
| N | 1722999722.155 | 139.246 | 50.587 | 42.672 | -83 | -79 | -91 | -75 | -85 | -72 | -72 | -75 |
| O | 1722999575.143 | 9.340 | 56.399 | 42.672 | -79 | -100 | -83 | -84 | -76 | -82 | -73 | -72 |
| P | 1722999494.140 | 140.095 | 58.668 | 42.672 | -78 | -78 | -82 | -76 | -87 | -76 | -69 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999689.161
- **Target RSSI fingerprint:** [-91, -86, -84, -82, -82, -87, -81, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79279589620237,
92.78648376464844,
42.672000000000004
] | 16 |
37,363 | **[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 | 1723691561.154 | 203.781 | 138.702 | 51.816 | -100 | -69 | -85 | -81 | -100 | -76 | -84 | -78 |
| B | 1723691534.140 | 204.630 | 65.622 | 51.816 | -81 | -85 | -86 | -82 | -85 | -78 | -79 | -82 |
| C | 1723691787.150 | 123.117 | 68.210 | 51.816 | -84 | -81 | -85 | -85 | -100 | -75 | -72 | -76 |
| D | 1723691597.135 | 130.759 | 54.807 | 51.816 | -78 | -82 | -83 | -75 | -76 | -77 | -72 | -78 |
| E | 1723691682.143 | 132.457 | 35.127 | 51.816 | -100 | -79 | -77 | -77 | -66 | -69 | -82 | -68 |
| F | 1723691598.138 | 133.306 | 51.038 | 51.816 | -75 | -80 | -81 | -73 | -72 | -79 | -73 | -75 |
| G | 1723691991.157 | 3.396 | 75.601 | 51.816 | -100 | -100 | -100 | -83 | -89 | -100 | -100 | -97 |
| H | 1723691799.149 | 135.005 | 48.331 | 51.816 | -77 | -77 | -81 | -77 | -68 | -78 | -76 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691497.175
- **Target RSSI fingerprint:** [-80, -100, -80, -77, -82, -85, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.7592302514069,
77.04781532287598,
51.816
] | 8 |
5,007 | **[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 | 1723003125.139 | 10.189 | 60.991 | 51.816 | -82 | -78 | -85 | -76 | -83 | -82 | -78 | -69 |
| B | 1723002828.143 | 129.057 | 46.911 | 51.816 | -78 | -80 | -80 | -83 | -78 | -63 | -66 | -70 |
| C | 1723003322.147 | 46.698 | 88.513 | 51.816 | -77 | -82 | -85 | -88 | -81 | -87 | -64 | -89 |
| D | 1723003296.153 | 78.114 | 10.975 | 51.816 | -86 | -85 | -88 | -85 | -85 | -78 | -74 | -81 |
| E | 1723003281.154 | 124.812 | 9.157 | 51.816 | -82 | -81 | -84 | -86 | -79 | -77 | -78 | -83 |
| F | 1723003028.153 | 107.831 | 94.565 | 51.816 | -83 | -89 | -73 | -84 | -89 | -82 | -67 | -69 |
| G | 1723002795.135 | 80.661 | 14.120 | 51.816 | -82 | -83 | -81 | -76 | -82 | -67 | -77 | -72 |
| H | 1723002998.146 | 5.094 | 67.440 | 51.816 | -90 | -90 | -87 | -86 | -88 | -84 | -78 | -80 |
| I | 1723002814.152 | 123.963 | 93.132 | 51.816 | -81 | -76 | -80 | -83 | -82 | -65 | -74 | -70 |
| J | 1723002916.249 | 25.472 | 11.187 | 51.816 | -80 | -74 | -100 | -73 | -76 | -100 | -80 | -72 |
| K | 1723002912.176 | 20.377 | 29.274 | 51.816 | -82 | -83 | -85 | -74 | -77 | -100 | -72 | -69 |
| L | 1723002831.136 | 130.756 | 31.650 | 51.816 | -86 | -85 | -80 | -86 | -79 | -69 | -78 | -78 |
| M | 1723002940.156 | 113.774 | 11.943 | 51.816 | -71 | -74 | -72 | -73 | -75 | -74 | -100 | -69 |
| N | 1723002844.140 | 118.869 | 9.860 | 51.816 | -86 | -81 | -77 | -86 | -79 | -75 | -78 | -84 |
| O | 1723003475.149 | 122.265 | 94.286 | 51.816 | -83 | -82 | -73 | -82 | -81 | -74 | -65 | -69 |
| P | 1723003161.146 | 123.114 | 11.678 | 51.816 | -83 | -80 | -80 | -79 | -81 | -79 | -74 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003261.162
- **Target RSSI fingerprint:** [-85, -89, -78, -86, -88, -64, -71, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.510270246345,
68.75382900238037,
51.816
] | 16 |
34,365 | **[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 | 1724128604.125 | 43.303 | 25.731 | 51.816 | -82 | -100 | -67 | -78 | -82 | -71 | -66 | -77 |
| B | 1724128834.158 | 102.739 | 25.545 | 51.816 | -90 | -75 | -100 | -90 | -82 | -81 | -100 | -74 |
| C | 1724128826.130 | 95.098 | 30.509 | 51.816 | -80 | -62 | -100 | -86 | -78 | -86 | -78 | -70 |
| D | 1724128691.124 | 83.210 | 82.966 | 51.816 | -82 | -100 | -77 | -65 | -81 | -80 | -63 | -69 |
| E | 1724128789.141 | 39.058 | 34.954 | 51.816 | -73 | -100 | -65 | -74 | -73 | -67 | -65 | -60 |
| F | 1724128957.152 | 64.531 | 6.688 | 51.816 | -84 | -100 | -76 | -82 | -76 | -82 | -63 | -64 |
| G | 1724128871.158 | 96.796 | 88.062 | 51.816 | -84 | -73 | -81 | -72 | -82 | -82 | -73 | -73 |
| H | 1724128728.139 | 73.870 | 44.297 | 51.816 | -83 | -74 | -86 | -87 | -79 | -77 | -67 | -76 |
| I | 1724128510.132 | 73.870 | 77.526 | 51.816 | -100 | -72 | -76 | -64 | -78 | -79 | -61 | -65 |
| J | 1724128952.130 | 88.305 | 17.756 | 51.816 | -84 | -82 | -82 | -82 | -81 | -85 | -69 | -77 |
| K | 1724128714.147 | 40.756 | 34.954 | 51.816 | -85 | -100 | -83 | -83 | -77 | -86 | -81 | -71 |
| L | 1724128915.132 | 91.701 | 55.961 | 51.816 | -100 | -72 | -100 | -77 | -73 | -75 | -69 | -70 |
| M | 1724128474.135 | 129.910 | 36.162 | 51.816 | -86 | -77 | -81 | -79 | -77 | -77 | -100 | -73 |
| N | 1724128919.119 | 110.381 | 64.919 | 51.816 | -100 | -79 | -86 | -81 | -79 | -78 | -83 | -68 |
| O | 1724128653.134 | 107.834 | 29.142 | 51.816 | -90 | -76 | -83 | -78 | -77 | -77 | -85 | -77 |
| P | 1724128790.165 | 37.360 | 39.771 | 51.816 | -74 | -100 | -65 | -77 | -74 | -70 | -66 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128860.131
- **Target RSSI fingerprint:** [-78, -78, -68, -81, -79, -69, -76, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.72112654359388,
92.49453544616699,
51.816
] | 16 |
35,988 | **[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 | 1723696680.157 | 81.512 | 23.276 | 42.672 | -81 | -73 | -78 | -79 | -68 | -79 | -67 | -67 |
| B | 1723696463.133 | 79.814 | 79.848 | 42.672 | -80 | -82 | -78 | -74 | -71 | -69 | -76 | -69 |
| C | 1723696740.148 | 93.399 | 27.337 | 42.672 | -84 | -83 | -75 | -67 | -75 | -70 | -72 | -72 |
| D | 1723696826.136 | 104.438 | 79.821 | 42.672 | -74 | -85 | -79 | -83 | -81 | -71 | -80 | -88 |
| E | 1723696566.144 | 101.041 | 33.402 | 42.672 | -83 | -80 | -74 | -67 | -73 | -69 | -76 | -82 |
| F | 1723696592.155 | 89.154 | 52.869 | 42.672 | -78 | -79 | -80 | -80 | -75 | -77 | -78 | -65 |
| G | 1723696558.144 | 64.531 | 15.155 | 42.672 | -83 | -77 | -100 | -71 | -73 | -74 | -69 | -69 |
| H | 1723696747.144 | 122.268 | 42.173 | 42.672 | -82 | -89 | -79 | -66 | -71 | -69 | -77 | -84 |
| I | 1723696515.154 | 61.983 | 66.723 | 42.672 | -75 | -86 | -76 | -78 | -73 | -71 | -67 | -64 |
| J | 1723696640.161 | 92.550 | 85.992 | 42.672 | -85 | -87 | -81 | -70 | -76 | -67 | -73 | -82 |
| K | 1723696557.143 | 61.134 | 12.554 | 42.672 | -82 | -83 | -100 | -71 | -76 | -74 | -70 | -71 |
| L | 1723696732.157 | 57.738 | 8.958 | 42.672 | -85 | -86 | -100 | -72 | -75 | -76 | -76 | -69 |
| M | 1723696758.175 | 114.627 | 61.110 | 42.672 | -85 | -88 | -79 | -84 | -71 | -76 | -72 | -84 |
| N | 1723696511.131 | 68.776 | 52.816 | 42.672 | -84 | -73 | -80 | -74 | -72 | -72 | -67 | -72 |
| O | 1723696449.133 | 22.076 | 48.994 | 42.672 | -80 | -69 | -71 | -81 | -68 | -74 | -68 | -70 |
| P | 1723696497.149 | 94.249 | 26.368 | 42.672 | -81 | -81 | -76 | -80 | -79 | -82 | -72 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696997.162
- **Target RSSI fingerprint:** [-111, -103, -94, -100, -100, -101, -102, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.7926867258501815,
57.24841117858887,
42.672000000000004
] | 16 |
5,091 | **[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 | 1731994357.225 | 72.170 | 118.120 | 51.816 | -91 | -83 | -92 | -85 | -100 | -71 | -89 | -73 |
| B | 1731994320.209 | 99.340 | 50.865 | 51.816 | -93 | -87 | -87 | -84 | -85 | -86 | -83 | -74 |
| C | 1731994832.229 | 106.982 | 52.153 | 51.816 | -93 | -85 | -78 | -82 | -81 | -69 | -71 | -74 |
| D | 1731994183.224 | 63.680 | 7.949 | 51.816 | -100 | -100 | -93 | -95 | -86 | -97 | -92 | -83 |
| E | 1731994766.223 | 11.038 | 67.891 | 51.816 | -64 | -78 | -83 | -77 | -78 | -89 | -77 | -73 |
| F | 1731994307.236 | 66.227 | 66.737 | 51.816 | -89 | -94 | -80 | -78 | -76 | -70 | -76 | -64 |
| G | 1731994166.226 | 64.529 | 10.046 | 51.816 | -92 | -93 | -102 | -96 | -91 | -97 | -100 | -88 |
| H | 1731994527.212 | 97.642 | 60.022 | 51.816 | -92 | -90 | -85 | -86 | -85 | -88 | -83 | -80 |
| I | 1731994283.243 | 10.189 | 64.905 | 51.816 | -82 | -100 | -76 | -83 | -78 | -83 | -72 | -70 |
| J | 1731994347.203 | 80.661 | 112.798 | 51.816 | -97 | -93 | -72 | -87 | -88 | -77 | -73 | -86 |
| K | 1731994178.241 | 63.680 | 9.621 | 51.816 | -89 | -82 | -101 | -98 | -95 | -105 | -104 | -94 |
| L | 1731994703.238 | 84.057 | 50.069 | 51.816 | -83 | -83 | -80 | -83 | -81 | -77 | -77 | -68 |
| M | 1731994707.220 | 93.397 | 42.624 | 51.816 | -81 | -70 | -80 | -80 | -79 | -78 | -74 | -67 |
| N | 1731994825.217 | 124.812 | 73.160 | 51.816 | -89 | -81 | -82 | -80 | -85 | -77 | -81 | -80 |
| O | 1731994382.215 | 10.189 | 62.795 | 51.816 | -86 | -92 | -84 | -81 | -77 | -79 | -74 | -72 |
| P | 1731994637.227 | 90.001 | 37.608 | 51.816 | -90 | -84 | -76 | -75 | -79 | -68 | -70 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994314.207
- **Target RSSI fingerprint:** [-78, -77, -79, -78, -77, -74, -74, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15157222662971,
47.627387046813965,
51.816
] | 16 |
21,292 | **[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 | 1722838941.171 | 60.283 | 73.505 | 51.816 | -85 | -75 | -83 | -91 | -78 | -84 | -72 | -87 |
| B | 1722838882.174 | 70.472 | 116.408 | 51.816 | -83 | -79 | -76 | -72 | -72 | -72 | -73 | -68 |
| C | 1722839258.175 | 35.661 | 143.426 | 51.816 | -85 | -74 | -84 | -72 | -81 | -83 | -72 | -72 |
| D | 1722839300.165 | 97.642 | 140.573 | 51.816 | -84 | -78 | -89 | -85 | -88 | -76 | -76 | -74 |
| E | 1722839337.177 | 90.001 | 78.428 | 51.816 | -80 | -78 | -69 | -89 | -78 | -77 | -79 | -85 |
| F | 1722839081.161 | 49.246 | 95.268 | 51.816 | -83 | -82 | -77 | -71 | -84 | -75 | -73 | -73 |
| G | 1722839048.156 | 58.585 | 163.332 | 51.816 | -71 | -81 | -84 | -81 | -81 | -72 | -72 | -75 |
| H | 1722839214.175 | 137.548 | 118.478 | 51.816 | -87 | -90 | -86 | -93 | -73 | -79 | -85 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838782.170
- **Target RSSI fingerprint:** [-80, -80, -80, -72, -82, -71, -67, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90625555867095,
115.57172298431396,
51.816
] | 8 |
27,730 | **[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 | 1725939366.151 | 84.907 | 64.746 | 42.672 | -68 | -82 | -79 | -76 | -79 | -73 | -77 | -64 |
| B | 1725939849.150 | 49.246 | 17.172 | 42.672 | -85 | -65 | -68 | -67 | -72 | -68 | -58 | -73 |
| C | 1725939651.150 | 96.794 | 1.035 | 42.672 | -84 | -84 | -76 | -74 | -74 | -72 | -75 | -78 |
| D | 1725939335.149 | 13.585 | 87.730 | 42.672 | -80 | -71 | -77 | -76 | -77 | -69 | -73 | -67 |
| E | 1725939565.143 | 73.869 | 79.158 | 42.672 | -69 | -86 | -77 | -73 | -77 | -77 | -75 | -66 |
| F | 1725939752.156 | 20.378 | 124.834 | 42.672 | -68 | -74 | -80 | -79 | -76 | -72 | -74 | -69 |
| G | 1725939625.165 | 0.849 | 28.146 | 42.672 | -80 | -73 | -77 | -75 | -67 | -74 | -74 | -71 |
| H | 1725939696.155 | 58.586 | 52.936 | 42.672 | -75 | -71 | -78 | -79 | -77 | -75 | -80 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939694.150
- **Target RSSI fingerprint:** [-71, -70, -74, -74, -67, -76, -74, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.132897499112495,
64.01630401611328,
42.672000000000004
] | 8 |
38,620 | **[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 | 1723696892.180 | 29.718 | 21.458 | 42.672 | -72 | -80 | -77 | -77 | -86 | -82 | -74 | -76 |
| B | 1723696831.144 | 118.872 | 58.974 | 42.672 | -76 | -100 | -70 | -100 | -73 | -71 | -70 | -87 |
| C | 1723696854.197 | 84.059 | 20.874 | 42.672 | -74 | -79 | -78 | -77 | -75 | -83 | -84 | -59 |
| D | 1723696681.154 | 79.814 | 26.607 | 42.672 | -76 | -71 | -79 | -65 | -65 | -76 | -75 | -67 |
| E | 1723696674.146 | 86.607 | 21.180 | 42.672 | -75 | -81 | -74 | -71 | -76 | -70 | -73 | -61 |
| F | 1723696461.151 | 71.323 | 75.429 | 42.672 | -100 | -86 | -85 | -75 | -78 | -77 | -70 | -70 |
| G | 1723696859.146 | 73.870 | 38.179 | 42.672 | -78 | -75 | -84 | -67 | -71 | -76 | -73 | -69 |
| H | 1723696826.136 | 104.438 | 79.821 | 42.672 | -100 | -85 | -74 | -80 | -81 | -83 | -71 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696546.144
- **Target RSSI fingerprint:** [-74, -62, -76, -100, -100, -76, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.60520619583236,
2.123260498046875,
42.672000000000004
] | 8 |
44,073 | **[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 | 1723698076.147 | 56.889 | 68.780 | 51.816 | -77 | -79 | -100 | -74 | -82 | -73 | -68 | -67 |
| B | 1723698261.157 | 39.907 | 58.284 | 51.816 | -76 | -75 | -72 | -75 | -76 | -75 | -74 | -65 |
| C | 1723697965.155 | 118.872 | 56.293 | 51.816 | -78 | -77 | -83 | -78 | -80 | -70 | -69 | -73 |
| D | 1723698153.176 | 92.550 | 57.076 | 51.816 | -78 | -73 | -100 | -78 | -100 | -77 | -72 | -62 |
| E | 1723698337.132 | 56.889 | 39.453 | 51.816 | -78 | -79 | -70 | -75 | -76 | -77 | -75 | -64 |
| F | 1723698477.153 | 12.736 | 56.970 | 51.816 | -74 | -77 | -76 | -74 | -71 | -82 | -76 | -74 |
| G | 1723698059.141 | 82.361 | 24.205 | 51.816 | -79 | -74 | -70 | -82 | -75 | -78 | -76 | -64 |
| H | 1723697946.156 | 72.172 | 21.551 | 51.816 | -78 | -80 | -76 | -81 | -80 | -76 | -74 | -68 |
| I | 1723698190.138 | 38.209 | 59.823 | 51.816 | -76 | -77 | -76 | -77 | -69 | -76 | -73 | -73 |
| J | 1723698119.154 | 68.776 | 16.601 | 51.816 | -100 | -100 | -73 | -83 | -79 | -72 | -73 | -70 |
| K | 1723698132.156 | 123.967 | 46.207 | 51.816 | -77 | -73 | -81 | -79 | -74 | -73 | -73 | -79 |
| L | 1723698457.153 | 33.963 | 10.125 | 51.816 | -74 | -84 | -66 | -76 | -64 | -78 | -79 | -74 |
| M | 1723698316.138 | 119.721 | 55.457 | 51.816 | -100 | -79 | -81 | -79 | -83 | -70 | -70 | -72 |
| N | 1723698566.146 | 5.095 | 59.040 | 51.816 | -100 | -100 | -100 | -94 | -90 | -100 | -104 | -79 |
| O | 1723698136.134 | 123.117 | 47.057 | 51.816 | -78 | -72 | -79 | -82 | -78 | -75 | -75 | -77 |
| P | 1723698166.142 | 33.963 | 28.067 | 51.816 | -78 | -76 | -70 | -80 | -79 | -79 | -75 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698224.135
- **Target RSSI fingerprint:** [-78, -79, -78, -82, -82, -73, -76, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
124.81561910580696,
42.398858070373535,
51.816
] | 16 |
22,053 | **[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 | 1725937765.154 | 14.434 | 61.760 | 30.480 | -64 | -66 | -73 | -58 | -67 | -60 | -60 | -50 |
| B | 1725937651.148 | 47.548 | 9.674 | 30.480 | -84 | -82 | -77 | -82 | -76 | -85 | -73 | -77 |
| C | 1725937965.144 | 102.737 | 21.312 | 30.480 | -79 | -81 | -74 | -78 | -69 | -60 | -73 | -75 |
| D | 1725937745.149 | 101.888 | 21.445 | 30.480 | -81 | -83 | -73 | -81 | -76 | -60 | -76 | -80 |
| E | 1725937820.161 | 97.643 | 3.211 | 30.480 | -83 | -82 | -75 | -82 | -76 | -82 | -71 | -82 |
| F | 1725938353.150 | 33.114 | 6.396 | 30.480 | -88 | -88 | -85 | -79 | -89 | -100 | -88 | -77 |
| G | 1725937977.148 | 71.322 | 33.893 | 30.480 | -100 | -79 | -70 | -82 | -74 | -60 | -75 | -75 |
| H | 1725937619.154 | 83.209 | 54.555 | 30.480 | -84 | -81 | -74 | -80 | -65 | -73 | -75 | -72 |
| I | 1725938190.145 | 106.134 | 20.808 | 30.480 | -80 | -81 | -100 | -81 | -66 | -60 | -73 | -76 |
| J | 1725937685.166 | 10.189 | 82.183 | 30.480 | -82 | -79 | -77 | -67 | -72 | -64 | -58 | -47 |
| K | 1725938215.142 | 13.585 | 62.318 | 30.480 | -65 | -69 | -76 | -60 | -71 | -63 | -72 | -51 |
| L | 1725937776.167 | 5.943 | 46.287 | 30.480 | -78 | -79 | -76 | -78 | -75 | -71 | -67 | -69 |
| M | 1725937937.132 | 64.529 | 82.993 | 30.480 | -77 | -81 | -100 | -82 | -60 | -63 | -73 | -83 |
| N | 1725937710.175 | 61.982 | 86.656 | 30.480 | -75 | -76 | -81 | -81 | -77 | -71 | -74 | -70 |
| O | 1725938086.130 | 61.982 | 60.181 | 30.480 | -83 | -83 | -77 | -82 | -75 | -63 | -67 | -79 |
| P | 1725938350.149 | 36.510 | 7.591 | 30.480 | -88 | -95 | -95 | -90 | -93 | -100 | -89 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938017.151
- **Target RSSI fingerprint:** [-67, -68, -70, -62, -100, -100, -53, -57]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.377632157671258,
18.074254989624023,
30.48
] | 16 |
15,226 | **[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 | 1722999937.133 | 136.699 | 98.479 | 42.672 | -100 | -82 | -72 | -73 | -81 | -71 | -73 | -65 |
| B | 1722999533.136 | 74.717 | 41.775 | 42.672 | -67 | -83 | -87 | -87 | -81 | -87 | -75 | -72 |
| C | 1722999620.144 | 140.095 | 14.757 | 42.672 | -81 | -79 | -79 | -79 | -78 | -79 | -71 | -74 |
| D | 1723000180.133 | 95.095 | 33.693 | 42.672 | -80 | -77 | -78 | -85 | -82 | -83 | -70 | -63 |
| E | 1723000020.122 | 1.698 | 82.197 | 42.672 | -87 | -79 | -88 | -82 | -79 | -80 | -72 | -80 |
| F | 1722999785.143 | 16.132 | 88.195 | 42.672 | -88 | -88 | -88 | -86 | -86 | -84 | -91 | -73 |
| G | 1722999494.140 | 140.095 | 58.668 | 42.672 | -100 | -87 | -78 | -82 | -76 | -76 | -75 | -69 |
| H | 1722999948.136 | 138.397 | 44.695 | 42.672 | -100 | -83 | -79 | -78 | -80 | -70 | -73 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999803.171
- **Target RSSI fingerprint:** [-89, -74, -100, -82, -76, -75, -70, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.037808961485752,
46.9904088973999,
42.672000000000004
] | 8 |
42,075 | **[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 | 1723693227.164 | 202.932 | 95.042 | 60.960 | -70 | -74 | -76 | -75 | -65 | -69 | -74 | -66 |
| B | 1723693041.195 | 20.378 | 66.790 | 60.960 | -79 | -79 | -100 | -84 | -90 | -78 | -79 | -79 |
| C | 1723693362.153 | 204.630 | 131.669 | 60.960 | -82 | -75 | -74 | -78 | -66 | -70 | -78 | -69 |
| D | 1723693223.148 | 187.648 | 81.838 | 60.960 | -75 | -81 | -76 | -77 | -65 | -73 | -75 | -65 |
| E | 1723693519.156 | 173.214 | 70.373 | 60.960 | -100 | -100 | -69 | -72 | -80 | -72 | -77 | -79 |
| F | 1723693537.147 | 203.781 | 57.686 | 60.960 | -80 | -75 | -83 | -78 | -63 | -82 | -75 | -65 |
| G | 1723693517.148 | 168.968 | 79.436 | 60.960 | -81 | -83 | -71 | -76 | -83 | -78 | -77 | -81 |
| H | 1723693091.139 | 123.967 | 59.889 | 60.960 | -79 | -69 | -72 | -100 | -75 | -75 | -68 | -63 |
| I | 1723693485.139 | 128.212 | 35.458 | 60.960 | -77 | -75 | -81 | -79 | -75 | -82 | -69 | -64 |
| J | 1723693067.139 | 137.552 | 10.364 | 60.960 | -80 | -81 | -83 | -100 | -100 | -80 | -72 | -78 |
| K | 1723693689.157 | 95.947 | 25.267 | 60.960 | -84 | -79 | -81 | -70 | -90 | -100 | -76 | -70 |
| L | 1723693146.142 | 227.555 | 79.954 | 60.960 | -79 | -76 | -80 | -80 | -64 | -68 | -76 | -69 |
| M | 1723693040.131 | 16.982 | 68.488 | 60.960 | -72 | -100 | -100 | -84 | -83 | -74 | -100 | -73 |
| N | 1723693322.165 | 180.006 | 60.831 | 60.960 | -100 | -83 | -71 | -75 | -84 | -81 | -79 | -81 |
| O | 1723693314.158 | 161.326 | 98.108 | 60.960 | -82 | -85 | -76 | -77 | -83 | -75 | -79 | -78 |
| P | 1723693115.147 | 163.874 | 91.990 | 60.960 | -81 | -79 | -82 | -78 | -83 | -78 | -79 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693188.161
- **Target RSSI fingerprint:** [-100, -100, -80, -68, -81, -80, -76, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
124.8156251249628,
66.77654266357422,
60.96
] | 16 |
5,959 | **[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 | 1722999668.137 | 5.943 | 61.057 | 42.672 | -88 | -92 | -88 | -92 | -89 | -85 | -77 | -80 |
| B | 1722999977.148 | 78.963 | 11.174 | 42.672 | -90 | -86 | -81 | -84 | -82 | -81 | -73 | -84 |
| C | 1722999830.173 | 94.246 | 14.067 | 42.672 | -78 | -75 | -71 | -76 | -74 | -74 | -100 | -69 |
| D | 1722999835.138 | 119.718 | 15.380 | 42.672 | -88 | -75 | -83 | -79 | -74 | -75 | -76 | -68 |
| E | 1722999461.119 | 82.359 | 13.310 | 42.672 | -85 | -82 | -68 | -81 | -83 | -71 | -74 | -71 |
| F | 1723000139.169 | 50.944 | 94.167 | 42.672 | -86 | -90 | -70 | -84 | -87 | -81 | -82 | -68 |
| G | 1722999690.133 | 56.887 | 93.291 | 42.672 | -82 | -83 | -67 | -81 | -84 | -78 | -100 | -68 |
| H | 1722999518.143 | 91.699 | 11.811 | 42.672 | -80 | -82 | -78 | -82 | -84 | -89 | -70 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999627.149
- **Target RSSI fingerprint:** [-75, -74, -78, -75, -71, -78, -100, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
137.54808090466858,
47.16292381286621,
42.672000000000004
] | 8 |
19,833 | **[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 | 1723006336.146 | 35.661 | 82.502 | 42.672 | -76 | -72 | -73 | -74 | -100 | -73 | -81 | -68 |
| B | 1723006284.150 | 155.378 | 9.873 | 42.672 | -83 | -84 | -85 | -100 | -72 | -74 | -71 | -75 |
| C | 1723006609.154 | 106.982 | 9.210 | 42.672 | -87 | -86 | -83 | -81 | -78 | -79 | -78 | -80 |
| D | 1723006343.154 | 2.547 | 80.644 | 42.672 | -79 | -85 | -78 | -71 | -84 | -75 | -84 | -80 |
| E | 1723006936.153 | 131.605 | 89.535 | 42.672 | -85 | -84 | -80 | -78 | -81 | -100 | -76 | -66 |
| F | 1723006515.142 | 148.586 | 6.967 | 42.672 | -79 | -86 | -86 | -86 | -86 | -78 | -84 | -83 |
| G | 1723006573.151 | 1.698 | 77.605 | 42.672 | -81 | -84 | -84 | -77 | -83 | -79 | -81 | -79 |
| H | 1723006313.145 | 87.453 | 29.381 | 42.672 | -88 | -87 | -85 | -79 | -78 | -77 | -80 | -67 |
| I | 1723006834.166 | 108.680 | 9.090 | 42.672 | -87 | -85 | -87 | -83 | -77 | -82 | -80 | -83 |
| J | 1723006958.140 | 180.001 | 35.883 | 42.672 | -84 | -80 | -79 | -100 | -73 | -66 | -69 | -79 |
| K | 1723006368.160 | 45.849 | 10.085 | 42.672 | -73 | -84 | -72 | -75 | -76 | -100 | -79 | -63 |
| L | 1723006247.151 | 188.492 | 28.956 | 42.672 | -84 | -100 | -81 | -73 | -77 | -67 | -74 | -78 |
| M | 1723006701.149 | 84.057 | 87.040 | 42.672 | -87 | -86 | -85 | -79 | -80 | -75 | -75 | -72 |
| N | 1723006537.153 | 86.604 | 29.394 | 42.672 | -89 | -86 | -84 | -82 | -79 | -80 | -79 | -67 |
| O | 1723006463.144 | 20.377 | 79.954 | 42.672 | -82 | -83 | -79 | -69 | -72 | -80 | -71 | -79 |
| P | 1723006437.164 | 28.868 | 38.550 | 42.672 | -83 | -68 | -81 | -100 | -82 | -75 | -86 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006333.162
- **Target RSSI fingerprint:** [-88, -72, -83, -77, -100, -74, -82, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.94373282060714,
82.99294471740723,
42.672000000000004
] | 16 |
10,429 | **[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 | 1731994465.231 | 23.774 | 42.465 | 51.816 | -76 | -84 | -86 | -91 | -82 | -86 | -81 | -82 |
| B | 1731994833.233 | 103.586 | 48.782 | 51.816 | -94 | -91 | -83 | -77 | -81 | -69 | -72 | -74 |
| C | 1731994279.222 | 5.943 | 53.427 | 51.816 | -79 | -67 | -87 | -89 | -84 | -86 | -83 | -83 |
| D | 1731994276.232 | 5.943 | 53.108 | 51.816 | -73 | -59 | -85 | -85 | -80 | -85 | -80 | -80 |
| E | 1731994297.219 | 33.963 | 95.613 | 51.816 | -86 | -89 | -77 | -73 | -78 | -75 | -69 | -64 |
| F | 1731994487.240 | 10.189 | 90.106 | 51.816 | -87 | -93 | -91 | -89 | -83 | -81 | -86 | -75 |
| G | 1731994163.223 | 67.925 | 7.723 | 51.816 | -100 | -81 | -91 | -102 | -93 | -96 | -90 | -87 |
| H | 1731994371.226 | 20.378 | 72.058 | 51.816 | -85 | -89 | -77 | -83 | -77 | -82 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994806.214
- **Target RSSI fingerprint:** [-83, -82, -91, -93, -81, -77, -83, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
99.34032333824453,
98.20079803466797,
51.816
] | 8 |
38,929 | **[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 | 1723696814.154 | 81.512 | 81.162 | 42.672 | -89 | -82 | -100 | -72 | -70 | -74 | -78 | -74 |
| B | 1723696768.148 | 95.098 | 53.214 | 42.672 | -87 | -79 | -76 | -81 | -80 | -77 | -80 | -66 |
| C | 1723696244.155 | 3.396 | 57.182 | 42.672 | -96 | -97 | -100 | -100 | -100 | -100 | -100 | -76 |
| D | 1723696560.182 | 73.870 | 19.587 | 42.672 | -83 | -82 | -78 | -69 | -72 | -75 | -70 | -70 |
| E | 1723696671.163 | 97.645 | 25.983 | 42.672 | -82 | -80 | -76 | -80 | -83 | -80 | -74 | -61 |
| F | 1723696506.143 | 80.663 | 31.066 | 42.672 | -72 | -81 | -79 | -84 | -76 | -69 | -66 | -70 |
| G | 1723696685.134 | 70.474 | 44.403 | 42.672 | -78 | -83 | -82 | -70 | -69 | -71 | -69 | -79 |
| H | 1723696757.150 | 116.325 | 57.912 | 42.672 | -79 | -83 | -100 | -77 | -74 | -68 | -69 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696866.143
- **Target RSSI fingerprint:** [-84, -79, -80, -76, -70, -72, -69, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
60.285094691920364,
64.931960105896,
42.672000000000004
] | 8 |
23,424 | **[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 | 1725939599.141 | 59.435 | 43.819 | 42.672 | -78 | -83 | -76 | -76 | -73 | -76 | -77 | -63 |
| B | 1725939538.136 | 15.283 | 92.070 | 42.672 | -100 | -75 | -76 | -66 | -71 | -75 | -74 | -69 |
| C | 1725939442.149 | 62.831 | 13.722 | 42.672 | -70 | -81 | -72 | -73 | -71 | -61 | -62 | -73 |
| D | 1725939382.145 | 100.190 | 25.413 | 42.672 | -79 | -78 | -79 | -72 | -76 | -79 | -73 | -57 |
| E | 1725939572.135 | 99.341 | 54.979 | 42.672 | -81 | -66 | -80 | -74 | -79 | -80 | -74 | -60 |
| F | 1725939263.171 | 104.435 | 45.212 | 42.672 | -75 | -68 | -77 | -74 | -66 | -69 | -72 | -61 |
| G | 1725939649.156 | 86.605 | 3.410 | 42.672 | -70 | -83 | -73 | -84 | -79 | -68 | -72 | -83 |
| H | 1725939472.150 | 104.435 | 48.596 | 42.672 | -70 | -74 | -76 | -76 | -78 | -75 | -74 | -69 |
| I | 1725939661.240 | 102.737 | 15.871 | 42.672 | -76 | -86 | -75 | -79 | -68 | -67 | -75 | -68 |
| J | 1725939810.146 | 39.906 | 53.931 | 42.672 | -72 | -77 | -76 | -77 | -74 | -73 | -64 | -67 |
| K | 1725939444.152 | 72.171 | 11.160 | 42.672 | -77 | -86 | -78 | -80 | -79 | -74 | -71 | -84 |
| L | 1725939756.147 | 21.227 | 124.888 | 42.672 | -76 | -68 | -76 | -74 | -74 | -76 | -75 | -68 |
| M | 1725939342.146 | 20.378 | 119.088 | 42.672 | -100 | -67 | -77 | -75 | -67 | -75 | -71 | -68 |
| N | 1725939637.142 | 24.623 | 18.141 | 42.672 | -76 | -88 | -75 | -80 | -76 | -76 | -72 | -77 |
| O | 1725939870.144 | 98.492 | 6.184 | 42.672 | -70 | -79 | -73 | -75 | -70 | -68 | -63 | -73 |
| P | 1725939268.137 | 103.586 | 46.977 | 42.672 | -71 | -78 | -78 | -75 | -77 | -77 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939350.180
- **Target RSSI fingerprint:** [-71, -69, -73, -73, -70, -74, -72, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26458479119826,
112.73186206817627,
42.672000000000004
] | 16 |
12,675 | **[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 | 1723003245.142 | 97.642 | 93.795 | 51.816 | -87 | -80 | -86 | -86 | -88 | -84 | -69 | -66 |
| B | 1723003053.144 | 133.303 | 18.154 | 51.816 | -78 | -100 | -78 | -77 | -79 | -67 | -70 | -71 |
| C | 1723002797.144 | 85.755 | 22.971 | 51.816 | -83 | -73 | -83 | -76 | -76 | -72 | -71 | -75 |
| D | 1723003317.153 | 67.076 | 90.345 | 51.816 | -87 | -77 | -86 | -86 | -79 | -91 | -73 | -75 |
| E | 1723002848.145 | 96.793 | 8.758 | 51.816 | -79 | -82 | -82 | -86 | -78 | -75 | -82 | -70 |
| F | 1723003132.164 | 20.377 | 27.735 | 51.816 | -77 | -66 | -78 | -73 | -72 | -73 | -69 | -75 |
| G | 1723002875.154 | 67.925 | 91.858 | 51.816 | -90 | -80 | -84 | -87 | -76 | -89 | -73 | -71 |
| H | 1723002929.165 | 59.434 | 11.280 | 51.816 | -84 | -77 | -81 | -75 | -80 | -80 | -70 | -65 |
| I | 1723002985.262 | 25.472 | 43.739 | 51.816 | -77 | -100 | -72 | -87 | -71 | -77 | -89 | -66 |
| J | 1723003408.169 | 92.548 | 46.884 | 51.816 | -82 | -100 | -82 | -87 | -86 | -75 | -86 | -63 |
| K | 1723003135.149 | 24.623 | 12.965 | 51.816 | -77 | -77 | -73 | -72 | -75 | -71 | -70 | -73 |
| L | 1723003489.151 | 90.850 | 36.706 | 51.816 | -83 | -100 | -84 | -75 | -83 | -100 | -69 | -62 |
| M | 1723003484.140 | 102.737 | 58.005 | 51.816 | -87 | -75 | -86 | -82 | -87 | -100 | -70 | -59 |
| N | 1723002909.149 | 15.283 | 44.204 | 51.816 | -84 | -80 | -83 | -75 | -77 | -75 | -69 | -72 |
| O | 1723002892.161 | 11.038 | 85.992 | 51.816 | -84 | -77 | -85 | -88 | -89 | -70 | -85 | -73 |
| P | 1723003432.157 | 11.887 | 51.516 | 51.816 | -89 | -76 | -89 | -85 | -89 | -84 | -81 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002917.142
- **Target RSSI fingerprint:** [-75, -68, -72, -71, -71, -72, -70, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.471866492552685,
10.151839256286621,
51.816
] | 16 |
1,177 | **[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 | 1723004697.144 | 119.718 | 14.159 | 60.960 | -83 | -80 | -78 | -66 | -73 | -70 | -73 | -63 |
| B | 1723005027.148 | 92.548 | 28.266 | 60.960 | -83 | -78 | -81 | -78 | -78 | -79 | -72 | -63 |
| C | 1723004777.151 | 81.510 | 91.353 | 60.960 | -85 | -81 | -76 | -84 | -85 | -77 | -69 | -73 |
| D | 1723004718.137 | 124.812 | 50.427 | 60.960 | -87 | -87 | -86 | -85 | -88 | -84 | -85 | -80 |
| E | 1723004386.135 | 95.095 | 9.289 | 60.960 | -82 | -86 | -78 | -75 | -73 | -69 | -83 | -68 |
| F | 1723004684.141 | 53.491 | 11.452 | 60.960 | -77 | -78 | -75 | -77 | -74 | -73 | -73 | -58 |
| G | 1723004335.145 | 86.604 | 23.250 | 60.960 | -74 | -79 | -70 | -82 | -84 | -75 | -72 | -75 |
| H | 1723005118.152 | 80.661 | 2.933 | 60.960 | -100 | -94 | -100 | -93 | -86 | -95 | -92 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004821.174
- **Target RSSI fingerprint:** [-82, -87, -75, -79, -83, -70, -87, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
99.3402791729073,
8.784990310668945,
60.96
] | 8 |
19,260 | **[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 | 1722840888.175 | 134.152 | 116.501 | 60.960 | -90 | -72 | -76 | -74 | -77 | -84 | -76 | -72 |
| B | 1722841080.150 | 101.888 | 90.411 | 60.960 | -79 | -78 | -85 | -74 | -71 | -76 | -69 | -72 |
| C | 1722841229.167 | 66.227 | 64.467 | 60.960 | -79 | -82 | -79 | -78 | -89 | -79 | -86 | -78 |
| D | 1722841210.167 | 118.020 | 101.452 | 60.960 | -90 | -83 | -78 | -72 | -78 | -72 | -78 | -76 |
| E | 1722841426.182 | 75.567 | 65.038 | 60.960 | -75 | -75 | -80 | -69 | -89 | -73 | -85 | -75 |
| F | 1722841382.165 | 84.057 | 128.975 | 60.960 | -82 | -83 | -76 | -84 | -77 | -75 | -72 | -76 |
| G | 1722840973.169 | 88.303 | 131.961 | 60.960 | -77 | -78 | -71 | -81 | -74 | -73 | -70 | -69 |
| H | 1722841144.158 | 13.585 | 126.281 | 60.960 | -68 | -83 | -73 | -80 | -72 | -72 | -74 | -72 |
| I | 1722841107.177 | 116.322 | 148.177 | 60.960 | -89 | -86 | -73 | -74 | -76 | -76 | -70 | -74 |
| J | 1722840904.144 | 108.680 | 160.386 | 60.960 | -88 | -83 | -77 | -76 | -71 | -79 | -71 | -71 |
| K | 1722840940.166 | 11.887 | 124.742 | 60.960 | -67 | -79 | -82 | -77 | -72 | -71 | -74 | -73 |
| L | 1722840937.172 | 18.679 | 130.687 | 60.960 | -72 | -76 | -78 | -81 | -77 | -72 | -78 | -75 |
| M | 1722841115.159 | 96.793 | 183.118 | 60.960 | -78 | -77 | -78 | -81 | -78 | -75 | -72 | -71 |
| N | 1722840921.165 | 78.114 | 183.543 | 60.960 | -82 | -70 | -76 | -75 | -75 | -74 | -73 | -72 |
| O | 1722840977.169 | 102.737 | 144.727 | 60.960 | -86 | -79 | -77 | -82 | -74 | -84 | -74 | -71 |
| P | 1722841068.158 | 67.076 | 133.805 | 60.960 | -75 | -80 | -83 | -77 | -69 | -74 | -67 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841234.163
- **Target RSSI fingerprint:** [-76, -79, -83, -75, -80, -80, -68, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.245627969783115,
83.00621509552002,
60.96
] | 16 |
30,163 | **[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 | 1724128724.148 | 54.342 | 33.813 | 51.816 | -79 | -80 | -100 | -85 | -68 | -100 | -76 | -73 |
| B | 1724128931.139 | 133.307 | 63.831 | 51.816 | -83 | -79 | -76 | -76 | -81 | -67 | -80 | -72 |
| C | 1724128402.141 | 39.907 | 31.822 | 51.816 | -100 | -76 | -73 | -100 | -82 | -74 | -75 | -63 |
| D | 1724128638.143 | 82.361 | 53.174 | 51.816 | -85 | -100 | -76 | -84 | -78 | -63 | -77 | -67 |
| E | 1724128817.135 | 79.814 | 71.501 | 51.816 | -79 | -76 | -100 | -79 | -76 | -63 | -74 | -65 |
| F | 1724128459.130 | 90.852 | 25.307 | 51.816 | -81 | -80 | -74 | -83 | -100 | -62 | -78 | -69 |
| G | 1724128398.126 | 31.416 | 50.560 | 51.816 | -100 | -100 | -73 | -100 | -76 | -67 | -73 | -60 |
| H | 1724128930.143 | 130.759 | 68.608 | 51.816 | -100 | -81 | -73 | -73 | -100 | -65 | -71 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128484.149
- **Target RSSI fingerprint:** [-71, -76, -81, -82, -80, -77, -78, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.8537606168441,
49.40561771392822,
51.816
] | 8 |
1,912 | **[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 | 1723006924.169 | 74.717 | 86.364 | 42.672 | -74 | -85 | -72 | -100 | -87 | -86 | -87 | -70 |
| B | 1723006483.145 | 118.869 | 90.239 | 42.672 | -77 | -89 | -75 | -100 | -86 | -89 | -88 | -65 |
| C | 1723006339.181 | 20.377 | 81.653 | 42.672 | -85 | -86 | -80 | -81 | -88 | -90 | -81 | -79 |
| D | 1723006440.140 | 22.925 | 38.099 | 42.672 | -100 | -67 | -100 | -71 | -92 | -83 | -80 | -69 |
| E | 1723006554.153 | 62.831 | 80.286 | 42.672 | -82 | -77 | -100 | -100 | -81 | -72 | -75 | -100 |
| F | 1723006466.141 | 36.510 | 82.542 | 42.672 | -72 | -85 | -74 | -83 | -87 | -89 | -85 | -78 |
| G | 1723006809.154 | 30.566 | 36.427 | 42.672 | -85 | -76 | -67 | -100 | -85 | -73 | -73 | -66 |
| H | 1723006864.156 | 145.190 | 39.811 | 42.672 | -82 | -85 | -81 | -69 | -74 | -81 | -83 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006330.145
- **Target RSSI fingerprint:** [-75, -72, -74, -73, -81, -82, -81, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.67966602575892,
83.35124492645264,
42.672000000000004
] | 8 |
35,957 | **[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 | 1724123120.146 | 33.963 | 27.430 | 60.960 | -84 | -81 | -81 | -74 | -82 | -74 | -76 | -66 |
| B | 1724123414.142 | 28.020 | 5.507 | 60.960 | -83 | -76 | -80 | -82 | -76 | -77 | -77 | -77 |
| C | 1724123249.153 | 51.794 | 14.027 | 60.960 | -74 | -79 | -78 | -75 | -73 | -72 | -76 | -66 |
| D | 1724123395.139 | 24.623 | 49.591 | 60.960 | -88 | -84 | -78 | -73 | -77 | -80 | -67 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123599.155
- **Target RSSI fingerprint:** [-77, -81, -80, -81, -78, -74, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.321661005533212,
12.009692192077637,
60.96
] | 4 |
11,726 | **[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 | 1723000107.154 | 18.679 | 46.672 | 42.672 | -86 | -88 | -83 | -78 | -85 | -82 | -78 | -64 |
| B | 1722999977.148 | 78.963 | 11.174 | 42.672 | -91 | -92 | -90 | -84 | -86 | -84 | -82 | -73 |
| C | 1722999740.145 | 112.925 | 13.310 | 42.672 | -87 | -88 | -86 | -82 | -82 | -84 | -82 | -78 |
| D | 1722999720.145 | 139.246 | 60.699 | 42.672 | -91 | -91 | -86 | -78 | -80 | -75 | -83 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999939.140
- **Target RSSI fingerprint:** [-87, -89, -88, -87, -79, -75, -86, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
136.69901867686198,
92.13623523712158,
42.672000000000004
] | 4 |
40,452 | **[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 | 1723696360.166 | 16.133 | 49.658 | 42.672 | -75 | -100 | -71 | -77 | -100 | -75 | -72 | -71 |
| B | 1723696483.150 | 125.665 | 49.897 | 42.672 | -83 | -78 | -74 | -68 | -78 | -79 | -70 | -100 |
| C | 1723696409.157 | 112.928 | 62.610 | 42.672 | -84 | -79 | -77 | -72 | -68 | -70 | -72 | -76 |
| D | 1723696626.162 | 33.114 | 54.700 | 42.672 | -81 | -81 | -74 | -81 | -73 | -69 | -69 | -70 |
| E | 1723696849.151 | 86.607 | 22.254 | 42.672 | -85 | -83 | -100 | -73 | -81 | -74 | -76 | -60 |
| F | 1723696454.179 | 41.605 | 59.372 | 42.672 | -83 | -81 | -74 | -81 | -74 | -74 | -70 | -71 |
| G | 1723696523.153 | 48.398 | 61.614 | 42.672 | -86 | -78 | -79 | -87 | -80 | -76 | -79 | -64 |
| H | 1723696473.143 | 99.343 | 87.478 | 42.672 | -88 | -85 | -88 | -88 | -86 | -85 | -88 | -86 |
| I | 1723696719.138 | 36.511 | 13.615 | 42.672 | -87 | -100 | -100 | -72 | -81 | -100 | -72 | -73 |
| J | 1723696809.146 | 59.436 | 69.988 | 42.672 | -85 | -100 | -75 | -76 | -73 | -71 | -73 | -70 |
| K | 1723696769.148 | 90.003 | 51.091 | 42.672 | -84 | -81 | -76 | -81 | -78 | -77 | -82 | -62 |
| L | 1723696456.132 | 50.096 | 64.255 | 42.672 | -84 | -75 | -73 | -80 | -72 | -72 | -72 | -71 |
| M | 1723696460.138 | 67.078 | 73.173 | 42.672 | -83 | -86 | -76 | -76 | -75 | -73 | -70 | -71 |
| N | 1723696475.156 | 102.739 | 82.555 | 42.672 | -82 | -76 | -82 | -81 | -78 | -77 | -70 | -100 |
| O | 1723696680.157 | 81.512 | 23.276 | 42.672 | -87 | -81 | -78 | -79 | -68 | -67 | -79 | -67 |
| P | 1723696715.134 | 28.020 | 31.252 | 42.672 | -85 | -78 | -79 | -83 | -82 | -76 | -73 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696622.176
- **Target RSSI fingerprint:** [-81, -77, -72, -83, -68, -66, -68, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.227146018281818,
47.667198181152344,
42.672000000000004
] | 16 |
39,852 | **[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 | 1724126946.134 | 81.512 | 48.981 | 42.672 | -83 | -100 | -100 | -100 | -75 | -79 | -64 | -82 |
| B | 1724126777.138 | 130.759 | 71.979 | 42.672 | -83 | -79 | -100 | -83 | -84 | -82 | -86 | -84 |
| C | 1724126768.145 | 109.532 | 62.676 | 42.672 | -87 | -100 | -100 | -100 | -79 | -82 | -92 | -84 |
| D | 1724126705.141 | 123.967 | 74.447 | 42.672 | -85 | -89 | -85 | -72 | -70 | -84 | -87 | -81 |
| E | 1724126796.126 | 118.872 | 30.708 | 42.672 | -100 | -85 | -75 | -93 | -87 | -82 | -100 | -88 |
| F | 1724126795.137 | 123.117 | 32.937 | 42.672 | -100 | -84 | -70 | -81 | -81 | -83 | -100 | -78 |
| G | 1724127002.148 | 46.700 | 17.451 | 42.672 | -73 | -100 | -82 | -86 | -86 | -100 | -66 | -59 |
| H | 1724126825.125 | 33.114 | 45.398 | 42.672 | -100 | -75 | -81 | -81 | -79 | -72 | -66 | -60 |
| I | 1724127048.164 | 97.645 | 22.467 | 42.672 | -100 | -69 | -76 | -100 | -100 | -74 | -76 | -66 |
| J | 1724126703.146 | 128.212 | 65.582 | 42.672 | -75 | -87 | -86 | -64 | -72 | -75 | -86 | -76 |
| K | 1724126877.135 | 139.250 | 43.686 | 42.672 | -80 | -85 | -83 | -100 | -77 | -77 | -90 | -76 |
| L | 1724126725.144 | 73.870 | 76.318 | 42.672 | -83 | -75 | -79 | -77 | -77 | -77 | -60 | -75 |
| M | 1724126363.114 | 5.095 | 115.678 | 42.672 | -94 | -100 | -100 | -89 | -100 | -100 | -85 | -98 |
| N | 1724127051.143 | 102.739 | 26.143 | 42.672 | -100 | -85 | -91 | -100 | -91 | -84 | -90 | -86 |
| O | 1724126963.137 | 130.759 | 63.844 | 42.672 | -81 | -79 | -100 | -78 | -79 | -79 | -86 | -71 |
| P | 1724127186.152 | 50.945 | 10.643 | 42.672 | -82 | -100 | -88 | -87 | -100 | -100 | -62 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127084.134
- **Target RSSI fingerprint:** [-87, -100, -87, -84, -84, -82, -90, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.23026699824472,
96.19697093963623,
42.672000000000004
] | 16 |
4,991 | **[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 | 1722999785.143 | 16.132 | 88.195 | 42.672 | -76 | -88 | -88 | -86 | -86 | -84 | -91 | -73 |
| B | 1723000129.159 | 3.396 | 89.296 | 42.672 | -88 | -88 | -92 | -83 | -90 | -79 | -79 | -85 |
| C | 1722999836.168 | 124.812 | 15.473 | 42.672 | -81 | -83 | -73 | -74 | -75 | -71 | -69 | -79 |
| D | 1722999640.144 | 106.133 | 48.915 | 42.672 | -100 | -85 | -79 | -76 | -77 | -83 | -85 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000028.155
- **Target RSSI fingerprint:** [-77, -89, -83, -80, -83, -83, -68, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188746733679155,
45.98186016082764,
42.672000000000004
] | 4 |
37,616 | **[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 | 1723693684.162 | 118.023 | 14.385 | 60.960 | -79 | -100 | -68 | -78 | -75 | -74 | -83 | -73 |
| B | 1723693709.148 | 7.642 | 66.604 | 60.960 | -81 | -100 | -100 | -79 | -78 | -77 | -79 | -67 |
| C | 1723693611.171 | 140.099 | 38.856 | 60.960 | -81 | -83 | -76 | -79 | -81 | -82 | -77 | -68 |
| D | 1723693549.145 | 225.857 | 82.383 | 60.960 | -77 | -71 | -75 | -77 | -79 | -76 | -69 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693046.158
- **Target RSSI fingerprint:** [-100, -100, -83, -100, -100, -70, -100, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
42.45429426019143,
55.97445487976074,
60.96
] | 4 |
33,356 | **[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 | 1724123059.130 | 26.322 | 20.861 | 60.960 | -82 | -77 | -82 | -84 | -76 | -73 | -78 | -80 |
| B | 1724123189.127 | 75.569 | 21.140 | 60.960 | -75 | -83 | -78 | -69 | -78 | -81 | -77 | -63 |
| C | 1724123344.142 | 97.645 | 77.990 | 60.960 | -88 | -73 | -100 | -76 | -78 | -81 | -77 | -72 |
| D | 1724123295.137 | 37.360 | 28.677 | 60.960 | -83 | -81 | -74 | -71 | -79 | -80 | -81 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123165.141
- **Target RSSI fingerprint:** [-85, -82, -86, -83, -81, -82, -80, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.70127059992215,
84.51903820037842,
60.96
] | 4 |
30,743 | **[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 | 1723698448.150 | 16.982 | 49.140 | 51.816 | -75 | -74 | -74 | -74 | -70 | -81 | -76 | -74 |
| B | 1723698246.165 | 67.927 | 47.296 | 51.816 | -100 | -76 | -76 | -81 | -64 | -75 | -71 | -68 |
| C | 1723698450.154 | 17.831 | 44.044 | 51.816 | -75 | -74 | -100 | -71 | -68 | -76 | -78 | -72 |
| D | 1723698402.151 | 119.721 | 42.372 | 51.816 | -75 | -72 | -82 | -73 | -83 | -70 | -77 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698343.136
- **Target RSSI fingerprint:** [-77, -82, -78, -75, -84, -79, -76, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
30.567090393258848,
26.95213794708252,
51.816
] | 4 |
23,099 | **[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 | 1725939423.149 | 0.849 | 24.630 | 42.672 | -79 | -77 | -76 | -72 | -75 | -75 | -75 | -75 |
| B | 1725939511.157 | 33.963 | 15.633 | 42.672 | -84 | -74 | -77 | -76 | -70 | -74 | -76 | -67 |
| C | 1725939565.143 | 73.869 | 79.158 | 42.672 | -78 | -77 | -73 | -77 | -77 | -77 | -66 | -75 |
| D | 1725939899.144 | 53.491 | 12.142 | 42.672 | -81 | -84 | -72 | -100 | -83 | -76 | -79 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939248.143
- **Target RSSI fingerprint:** [-82, -71, -76, -71, -77, -77, -78, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
94.24655031113176,
9.541401863098145,
42.672000000000004
] | 4 |
35,744 | **[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 | 1723696893.146 | 32.265 | 16.681 | 42.672 | -81 | -72 | -79 | -80 | -84 | -81 | -76 | -77 |
| B | 1723696547.155 | 42.454 | 1.765 | 42.672 | -75 | -73 | -76 | -71 | -100 | -100 | -74 | -71 |
| C | 1723696429.140 | 42.454 | 29.434 | 42.672 | -71 | -79 | -83 | -85 | -79 | -77 | -86 | -63 |
| D | 1723696540.138 | 30.567 | 25.200 | 42.672 | -77 | -70 | -68 | -77 | -83 | -76 | -71 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696634.144
- **Target RSSI fingerprint:** [-82, -100, -83, -76, -73, -72, -70, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07778141777054,
72.86764621734619,
42.672000000000004
] | 4 |
13,429 | **[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 | 1722828694.173 | 90.850 | 42.903 | 42.672 | -92 | -87 | -80 | -84 | -84 | -86 | -79 | -86 |
| B | 1722828696.148 | 94.246 | 39.771 | 42.672 | -93 | -81 | -80 | -88 | -82 | -87 | -80 | -82 |
| C | 1722828496.154 | 94.246 | 37.422 | 42.672 | -91 | -81 | -78 | -80 | -78 | -85 | -76 | -83 |
| D | 1722828969.148 | 20.378 | 48.570 | 42.672 | -86 | -89 | -85 | -84 | -85 | -87 | -74 | -79 |
| E | 1722828912.147 | 126.510 | 65.489 | 42.672 | -95 | -91 | -98 | -86 | -85 | -84 | -98 | -86 |
| F | 1722828633.146 | 72.170 | 10.762 | 42.672 | -93 | -88 | -90 | -79 | -85 | -88 | -87 | -81 |
| G | 1722828473.152 | 23.774 | 80.710 | 42.672 | -89 | -85 | -80 | -84 | -78 | -78 | -79 | -80 |
| H | 1722828549.160 | 39.057 | 90.451 | 42.672 | -96 | -90 | -81 | -83 | -91 | -75 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828978.157
- **Target RSSI fingerprint:** [-89, -85, -90, -85, -81, -80, -77, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.924689172682932,
46.52594566345215,
42.672000000000004
] | 8 |
12,247 | **[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 | 1722840985.157 | 114.623 | 153.127 | 60.960 | -87 | -81 | -90 | -75 | -76 | -79 | -82 | -80 |
| B | 1722841441.171 | 48.397 | 41.868 | 60.960 | -84 | -86 | -73 | -77 | -81 | -71 | -71 | -78 |
| C | 1722841050.155 | 25.472 | 137.322 | 60.960 | -90 | -83 | -73 | -85 | -86 | -86 | -74 | -76 |
| D | 1722841048.174 | 17.830 | 130.912 | 60.960 | -100 | -100 | -100 | -84 | -100 | -84 | -100 | -100 |
| E | 1722841205.171 | 135.001 | 116.023 | 60.960 | -81 | -81 | -84 | -69 | -81 | -73 | -72 | -65 |
| F | 1722841374.186 | 53.491 | 102.009 | 60.960 | -85 | -81 | -73 | -85 | -74 | -85 | -74 | -73 |
| G | 1722841421.146 | 95.095 | 81.175 | 60.960 | -74 | -81 | -81 | -75 | -79 | -68 | -73 | -75 |
| H | 1722841363.167 | 35.661 | 99.369 | 60.960 | -100 | -74 | -73 | -70 | -71 | -75 | -82 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840825.175
- **Target RSSI fingerprint:** [-86, -81, -78, -75, -68, -80, -82, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.05687735534523,
93.56943607330322,
60.96
] | 8 |
6,138 | **[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 | 1722833491.155 | 127.359 | 63.034 | 60.960 | -76 | -76 | -100 | -75 | -65 | -82 | -80 | -76 |
| B | 1722834014.152 | 67.925 | 3.795 | 60.960 | -83 | -86 | -88 | -77 | -83 | -93 | -78 | -83 |
| C | 1722833759.170 | 43.302 | 40.647 | 60.960 | -87 | -92 | -89 | -87 | -85 | -81 | -78 | -79 |
| D | 1722833744.154 | 6.793 | 53.825 | 60.960 | -87 | -81 | -89 | -86 | -85 | -75 | -77 | -75 |
| E | 1722833506.155 | 98.491 | 93.888 | 60.960 | -86 | -83 | -88 | -79 | -88 | -88 | -83 | -75 |
| F | 1722833748.158 | 23.774 | 42.439 | 60.960 | -87 | -88 | -87 | -90 | -89 | -76 | -76 | -75 |
| G | 1722833768.163 | 78.963 | 71.302 | 60.960 | -84 | -87 | -78 | -83 | -79 | -76 | -76 | -77 |
| H | 1722833589.150 | 123.114 | 70.001 | 60.960 | -82 | -80 | -85 | -79 | -80 | -81 | -86 | -79 |
| I | 1722833743.147 | 3.396 | 56.001 | 60.960 | -86 | -83 | -84 | -85 | -81 | -78 | -75 | -78 |
| J | 1722833603.143 | 109.529 | 42.200 | 60.960 | -100 | -80 | -69 | -80 | -82 | -80 | -83 | -77 |
| K | 1722833521.162 | 68.774 | 116.978 | 60.960 | -83 | -81 | -88 | -86 | -85 | -81 | -80 | -83 |
| L | 1722833765.157 | 67.076 | 61.575 | 60.960 | -85 | -91 | -81 | -82 | -87 | -79 | -77 | -76 |
| M | 1722833758.141 | 39.906 | 37.369 | 60.960 | -88 | -93 | -89 | -82 | -86 | -84 | -76 | -80 |
| N | 1722833958.159 | 54.340 | 49.074 | 60.960 | -90 | -92 | -88 | -85 | -91 | -78 | -79 | -76 |
| O | 1722833482.170 | 100.189 | 38.033 | 60.960 | -83 | -91 | -81 | -83 | -74 | -81 | -83 | -88 |
| P | 1722833420.152 | 64.529 | 10.656 | 60.960 | -100 | -95 | -80 | -81 | -85 | -85 | -82 | -93 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833484.151
- **Target RSSI fingerprint:** [-79, -78, -78, -78, -65, -79, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13281951156269,
44.097466468811035,
60.96
] | 16 |
26,472 | **[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 | 1725939541.158 | 18.679 | 108.207 | 42.672 | -63 | -71 | -74 | -100 | -71 | -67 | -77 | -75 |
| B | 1725939560.140 | 54.340 | 96.595 | 42.672 | -82 | -80 | -77 | -72 | -75 | -67 | -77 | -79 |
| C | 1725939850.169 | 50.095 | 17.066 | 42.672 | -83 | -76 | -75 | -73 | -73 | -78 | -74 | -59 |
| D | 1725939216.154 | 47.548 | 16.747 | 42.672 | -69 | -100 | -100 | -68 | -100 | -100 | -65 | -71 |
| E | 1725939643.152 | 54.340 | 11.864 | 42.672 | -81 | -82 | -72 | -78 | -76 | -83 | -76 | -75 |
| F | 1725939721.141 | 0.000 | 20.808 | 42.672 | -83 | -73 | -76 | -76 | -71 | -81 | -74 | -73 |
| G | 1725939444.152 | 72.171 | 11.160 | 42.672 | -81 | -80 | -74 | -77 | -79 | -84 | -78 | -71 |
| H | 1725939607.138 | 22.925 | 60.168 | 42.672 | -76 | -72 | -78 | -74 | -74 | -65 | -75 | -77 |
| I | 1725939579.150 | 104.435 | 50.427 | 42.672 | -100 | -74 | -80 | -76 | -77 | -59 | -78 | -79 |
| J | 1725939112.143 | 40.755 | 11.532 | 42.672 | -86 | -100 | -100 | -81 | -100 | -100 | -83 | -76 |
| K | 1725939736.147 | 9.340 | 68.037 | 42.672 | -61 | -65 | -74 | -78 | -68 | -67 | -78 | -70 |
| L | 1725939326.139 | 5.094 | 43.235 | 42.672 | -63 | -75 | -74 | -76 | -67 | -73 | -76 | -74 |
| M | 1725939240.130 | 56.888 | 17.132 | 42.672 | -83 | -79 | -67 | -76 | -75 | -79 | -72 | -72 |
| N | 1725939720.148 | 0.849 | 20.569 | 42.672 | -85 | -78 | -71 | -75 | -72 | -84 | -75 | -67 |
| O | 1725939526.160 | 3.396 | 30.801 | 42.672 | -78 | -75 | -74 | -70 | -68 | -79 | -64 | -59 |
| P | 1725939574.145 | 102.737 | 52.352 | 42.672 | -83 | -75 | -79 | -74 | -76 | -60 | -81 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939295.135
- **Target RSSI fingerprint:** [-83, -72, -79, -79, -77, -59, -78, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.18942135336545,
36.10869884490967,
42.672000000000004
] | 16 |
43,345 | **[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 | 1724130213.140 | 72.172 | 74.938 | 60.960 | -74 | -75 | -80 | -70 | -72 | -70 | -71 | -68 |
| B | 1724129803.139 | 43.303 | 43.421 | 60.960 | -77 | -100 | -76 | -77 | -100 | -75 | -76 | -70 |
| C | 1724129951.125 | 92.550 | 49.273 | 60.960 | -79 | -78 | -84 | -81 | -72 | -70 | -70 | -69 |
| D | 1724129959.122 | 128.212 | 67.108 | 60.960 | -82 | -79 | -81 | -78 | -77 | -72 | -77 | -70 |
| E | 1724130296.120 | 29.718 | 52.869 | 60.960 | -78 | -81 | -80 | -82 | -77 | -81 | -78 | -76 |
| F | 1724130322.136 | 106.136 | 57.686 | 60.960 | -85 | -76 | -80 | -82 | -72 | -75 | -75 | -76 |
| G | 1724130316.123 | 78.965 | 44.734 | 60.960 | -81 | -75 | -77 | -80 | -74 | -75 | -70 | -69 |
| H | 1724130277.122 | 90.852 | 85.249 | 60.960 | -76 | -77 | -76 | -83 | -78 | -73 | -79 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130359.116
- **Target RSSI fingerprint:** [-77, -100, -83, -85, -80, -76, -72, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
80.6631694568506,
12.24855899810791,
60.96
] | 8 |
37,371 | **[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 | 1723691341.132 | 227.555 | 92.455 | 51.816 | -77 | -81 | -81 | -69 | -79 | -82 | -75 | -78 |
| B | 1723691645.135 | 233.499 | 91.420 | 51.816 | -80 | -78 | -84 | -78 | -82 | -86 | -73 | -83 |
| C | 1723691247.141 | 55.191 | 59.504 | 51.816 | -100 | -79 | -78 | -100 | -100 | -84 | -77 | -74 |
| D | 1723691750.144 | 222.461 | 106.203 | 51.816 | -70 | -82 | -83 | -69 | -77 | -80 | -73 | -74 |
| E | 1723691813.362 | 159.628 | 64.069 | 51.816 | -84 | -79 | -84 | -80 | -82 | -76 | -78 | -76 |
| F | 1723691423.140 | 199.535 | 95.414 | 51.816 | -82 | -73 | -82 | -71 | -81 | -78 | -80 | -78 |
| G | 1723691379.132 | 153.685 | 93.583 | 51.816 | -82 | -86 | -87 | -81 | -76 | -71 | -78 | -78 |
| H | 1723691467.166 | 157.081 | 4.777 | 51.816 | -82 | -85 | -84 | -100 | -78 | -75 | -76 | -75 |
| I | 1723691613.148 | 159.628 | 61.163 | 51.816 | -84 | -78 | -84 | -83 | -80 | -76 | -78 | -77 |
| J | 1723691382.135 | 141.797 | 83.696 | 51.816 | -87 | -85 | -87 | -86 | -76 | -68 | -78 | -76 |
| K | 1723691614.153 | 163.024 | 64.733 | 51.816 | -81 | -79 | -83 | -80 | -81 | -77 | -77 | -77 |
| L | 1723691852.142 | 210.573 | 68.873 | 51.816 | -81 | -85 | -90 | -80 | -75 | -78 | -78 | -73 |
| M | 1723691263.145 | 127.363 | 27.111 | 51.816 | -100 | -100 | -78 | -100 | -100 | -82 | -77 | -72 |
| N | 1723691261.144 | 118.872 | 31.066 | 51.816 | -100 | -100 | -78 | -100 | -100 | -85 | -74 | -74 |
| O | 1723691097.140 | 0.849 | 75.787 | 51.816 | -100 | -100 | -96 | -95 | -100 | -99 | -100 | -97 |
| P | 1723691648.135 | 227.555 | 84.254 | 51.816 | -79 | -85 | -85 | -84 | -77 | -81 | -79 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691741.144
- **Target RSSI fingerprint:** [-73, -79, -82, -69, -80, -82, -76, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
229.25319589532378,
92.21585750579834,
51.816
] | 16 |
5,108 | **[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 | 1722833506.155 | 98.491 | 93.888 | 60.960 | -82 | -83 | -88 | -88 | -79 | -88 | -83 | -75 |
| B | 1722833551.156 | 25.472 | 42.306 | 60.960 | -85 | -86 | -85 | -74 | -82 | -79 | -76 | -75 |
| C | 1722833463.142 | 48.397 | 82.648 | 60.960 | -90 | -82 | -88 | -86 | -85 | -72 | -82 | -75 |
| D | 1722833641.149 | 2.547 | 57.912 | 60.960 | -91 | -98 | -86 | -76 | -82 | -80 | -87 | -93 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833957.156
- **Target RSSI fingerprint:** [-87, -89, -83, -88, -90, -77, -78, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.94375336555009,
45.54393768310547,
60.96
] | 4 |
42,663 | **[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 | 1723691635.146 | 221.611 | 114.417 | 51.816 | -76 | -100 | -83 | -81 | -85 | -85 | -85 | -100 |
| B | 1723691381.126 | 146.043 | 87.001 | 51.816 | -78 | -78 | -85 | -83 | -77 | -85 | -79 | -70 |
| C | 1723691295.136 | 123.117 | 71.726 | 51.816 | -83 | -79 | -82 | -84 | -73 | -76 | -84 | -78 |
| D | 1723691599.134 | 135.005 | 47.641 | 51.816 | -78 | -100 | -80 | -78 | -77 | -79 | -77 | -76 |
| E | 1723691493.153 | 119.721 | 62.716 | 51.816 | -80 | -82 | -85 | -85 | -80 | -86 | -84 | -76 |
| F | 1723691798.160 | 132.457 | 52.113 | 51.816 | -78 | -75 | -80 | -82 | -100 | -76 | -77 | -75 |
| G | 1723691446.155 | 232.650 | 91.632 | 51.816 | -79 | -78 | -84 | -79 | -100 | -81 | -78 | -79 |
| H | 1723691755.157 | 212.271 | 126.719 | 51.816 | -80 | -78 | -85 | -69 | -72 | -78 | -74 | -80 |
| I | 1723691596.133 | 129.061 | 58.376 | 51.816 | -77 | -79 | -82 | -83 | -100 | -74 | -83 | -72 |
| J | 1723691066.105 | 0.000 | 75.429 | 51.816 | -100 | -100 | -100 | -100 | -75 | -100 | -100 | -100 |
| K | 1723691811.159 | 152.835 | 57.447 | 51.816 | -100 | -77 | -85 | -85 | -76 | -78 | -78 | -80 |
| L | 1723691878.146 | 141.797 | 8.798 | 51.816 | -100 | -74 | -80 | -83 | -81 | -80 | -76 | -74 |
| M | 1723691638.134 | 227.555 | 102.023 | 51.816 | -77 | -100 | -81 | -84 | -83 | -74 | -83 | -79 |
| N | 1723691627.131 | 212.271 | 109.043 | 51.816 | -100 | -82 | -83 | -79 | -72 | -76 | -81 | -81 |
| O | 1723691774.146 | 171.515 | 110.065 | 51.816 | -77 | -76 | -85 | -79 | -80 | -84 | -81 | -77 |
| P | 1723691694.142 | 118.872 | 67.307 | 51.816 | -83 | -83 | -78 | -84 | -74 | -76 | -86 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691274.137
- **Target RSSI fingerprint:** [-100, -77, -80, -100, -100, -100, -76, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
149.43912028732217,
17.769036293029785,
51.816
] | 16 |
5,827 | **[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 | 1732000044.202 | 138.397 | 124.980 | 42.672 | -87 | -78 | -88 | -89 | -72 | -89 | -83 | -78 |
| B | 1732000157.234 | 106.982 | 90.040 | 42.672 | -81 | -81 | -80 | -67 | -80 | -77 | -75 | -72 |
| C | 1731999590.236 | 25.472 | 148.761 | 42.672 | -88 | -78 | -86 | -90 | -78 | -78 | -75 | -87 |
| D | 1731999913.233 | 95.944 | 137.534 | 42.672 | -87 | -80 | -84 | -81 | -79 | -82 | -79 | -77 |
| E | 1731999535.224 | 8.491 | 24.590 | 42.672 | -71 | -91 | -100 | -86 | -81 | -80 | -78 | -92 |
| F | 1731999794.225 | 52.642 | 163.332 | 42.672 | -90 | -83 | -91 | -84 | -82 | -81 | -77 | -88 |
| G | 1731999951.229 | 109.529 | 92.534 | 42.672 | -78 | -100 | -77 | -64 | -100 | -73 | -72 | -63 |
| H | 1731999661.234 | 74.718 | 185.878 | 42.672 | -86 | -78 | -84 | -86 | -76 | -90 | -89 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999833.257
- **Target RSSI fingerprint:** [-80, -85, -84, -89, -83, -80, -86, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.94438943283828,
122.20691204071045,
42.672000000000004
] | 8 |
2,631 | **[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 | 1722833653.171 | 39.057 | 91.911 | 60.960 | -89 | -83 | -79 | -75 | -84 | -76 | -80 | -84 |
| B | 1722833431.151 | 30.566 | 37.422 | 60.960 | -81 | -93 | -87 | -84 | -81 | -74 | -77 | -76 |
| C | 1722833591.157 | 129.058 | 63.685 | 60.960 | -84 | -81 | -81 | -72 | -82 | -100 | -78 | -79 |
| D | 1722833848.148 | 37.359 | 90.517 | 60.960 | -93 | -84 | -82 | -85 | -87 | -81 | -80 | -85 |
| E | 1722833682.153 | 106.982 | 42.306 | 60.960 | -89 | -79 | -79 | -64 | -79 | -81 | -78 | -75 |
| F | 1722833619.124 | 64.529 | 4.618 | 60.960 | -100 | -89 | -90 | -84 | -84 | -85 | -80 | -83 |
| G | 1722833995.176 | 114.623 | 46.964 | 60.960 | -87 | -78 | -82 | -100 | -100 | -82 | -100 | -76 |
| H | 1722833801.165 | 103.586 | 37.104 | 60.960 | -87 | -81 | -78 | -100 | -68 | -83 | -77 | -80 |
| I | 1722833514.165 | 74.718 | 121.039 | 60.960 | -85 | -83 | -84 | -86 | -84 | -82 | -87 | -84 |
| J | 1722834093.168 | 65.378 | 2.946 | 60.960 | -95 | -90 | -101 | -88 | -86 | -98 | -79 | -87 |
| K | 1722833534.157 | 17.830 | 74.142 | 60.960 | -82 | -85 | -87 | -83 | -82 | -77 | -87 | -83 |
| L | 1722833763.147 | 59.434 | 54.276 | 60.960 | -86 | -99 | -80 | -88 | -82 | -78 | -86 | -79 |
| M | 1722833723.150 | 50.944 | 102.062 | 60.960 | -90 | -84 | -88 | -86 | -78 | -79 | -84 | -85 |
| N | 1722833725.162 | 43.302 | 95.281 | 60.960 | -91 | -83 | -86 | -88 | -77 | -78 | -85 | -84 |
| O | 1722833509.157 | 88.303 | 104.372 | 60.960 | -79 | -81 | -86 | -82 | -81 | -79 | -77 | -76 |
| P | 1722833687.151 | 125.661 | 59.544 | 60.960 | -81 | -77 | -83 | -68 | -79 | -80 | -78 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833856.162
- **Target RSSI fingerprint:** [-89, -80, -71, -89, -90, -83, -83, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.849378028995076,
84.43941593170166,
60.96
] | 16 |
42,474 | **[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 | 1724128603.134 | 45.002 | 21.246 | 51.816 | -100 | -83 | -67 | -72 | -74 | -83 | -66 | -77 |
| B | 1724128402.141 | 39.907 | 31.822 | 51.816 | -74 | -76 | -83 | -100 | -100 | -75 | -82 | -63 |
| C | 1724128628.130 | 68.776 | 77.778 | 51.816 | -100 | -78 | -100 | -79 | -76 | -75 | -65 | -65 |
| D | 1724128958.146 | 60.285 | 4.565 | 51.816 | -100 | -76 | -74 | -82 | -82 | -77 | -63 | -63 |
| E | 1724128513.149 | 60.285 | 70.532 | 51.816 | -100 | -82 | -85 | -80 | -79 | -79 | -65 | -73 |
| F | 1724128666.145 | 140.948 | 47.322 | 51.816 | -83 | -78 | -68 | -71 | -79 | -78 | -77 | -68 |
| G | 1724128869.142 | 106.985 | 92.574 | 51.816 | -72 | -82 | -81 | -81 | -72 | -83 | -79 | -74 |
| H | 1724128714.147 | 40.756 | 34.954 | 51.816 | -100 | -79 | -83 | -86 | -83 | -77 | -81 | -71 |
| I | 1724128638.143 | 82.361 | 53.174 | 51.816 | -63 | -100 | -100 | -85 | -84 | -77 | -78 | -67 |
| J | 1724128507.142 | 88.305 | 85.169 | 51.816 | -79 | -81 | -79 | -82 | -65 | -81 | -63 | -70 |
| K | 1724128672.130 | 129.061 | 73.757 | 51.816 | -87 | -78 | -70 | -75 | -82 | -79 | -77 | -66 |
| L | 1724128655.149 | 118.872 | 34.317 | 51.816 | -73 | -73 | -82 | -77 | -76 | -78 | -84 | -79 |
| M | 1724128473.136 | 124.816 | 34.039 | 51.816 | -74 | -79 | -79 | -75 | -77 | -78 | -100 | -71 |
| N | 1724128470.152 | 110.381 | 27.085 | 51.816 | -75 | -100 | -84 | -77 | -78 | -75 | -100 | -76 |
| O | 1724128574.151 | 139.250 | 42.704 | 51.816 | -84 | -81 | -80 | -81 | -81 | -82 | -82 | -79 |
| P | 1724128422.151 | 38.209 | 29.978 | 51.816 | -100 | -80 | -68 | -74 | -76 | -81 | -67 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128927.145
- **Target RSSI fingerprint:** [-81, -80, -81, -81, -84, -80, -80, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66472857058082,
72.96053886413574,
51.816
] | 16 |
27,657 | **[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 | 1725938137.144 | 12.736 | 92.906 | 30.480 | -74 | -67 | -79 | -72 | -84 | -75 | -48 | -59 |
| B | 1725937852.182 | 64.529 | 76.544 | 30.480 | -75 | -69 | -84 | -69 | -81 | -83 | -81 | -76 |
| C | 1725938245.151 | 36.510 | 16.256 | 30.480 | -79 | -100 | -78 | -74 | -75 | -73 | -69 | -64 |
| D | 1725938343.174 | 45.001 | 8.095 | 30.480 | -92 | -100 | -92 | -88 | -94 | -96 | -87 | -84 |
| E | 1725937634.145 | 58.586 | 63.751 | 30.480 | -81 | -64 | -82 | -79 | -82 | -84 | -82 | -71 |
| F | 1725938121.141 | 3.396 | 40.541 | 30.480 | -67 | -100 | -67 | -68 | -65 | -62 | -56 | -57 |
| G | 1725938347.151 | 39.906 | 6.834 | 30.480 | -83 | -100 | -83 | -81 | -91 | -86 | -80 | -87 |
| H | 1725938195.147 | 102.737 | 18.963 | 30.480 | -86 | -70 | -86 | -100 | -85 | -91 | -81 | -76 |
| I | 1725937783.211 | 3.396 | 21.962 | 30.480 | -64 | -100 | -67 | -62 | -73 | -76 | -71 | -59 |
| J | 1725937962.149 | 104.435 | 33.866 | 30.480 | -84 | -62 | -86 | -100 | -88 | -87 | -82 | -75 |
| K | 1725938027.137 | 46.699 | 12.726 | 30.480 | -80 | -100 | -82 | -79 | -79 | -80 | -76 | -74 |
| L | 1725937678.153 | 8.491 | 68.621 | 30.480 | -80 | -65 | -75 | -73 | -65 | -60 | -46 | -62 |
| M | 1725938228.146 | 2.547 | 37.794 | 30.480 | -80 | -79 | -75 | -76 | -74 | -72 | -62 | -61 |
| N | 1725938068.159 | 89.152 | 52.166 | 30.480 | -86 | -75 | -76 | -72 | -78 | -73 | -69 | -69 |
| O | 1725937626.137 | 61.982 | 76.544 | 30.480 | -78 | -68 | -79 | -72 | -79 | -82 | -84 | -77 |
| P | 1725937676.146 | 8.491 | 64.494 | 30.480 | -80 | -66 | -74 | -78 | -66 | -60 | -47 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937639.141
- **Target RSSI fingerprint:** [-79, -60, -78, -100, -82, -75, -74, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.18942042702633,
38.815855979919434,
30.48
] | 16 |
4,241 | **[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 | 1732000082.214 | 45.849 | 146.054 | 42.672 | -89 | -70 | -90 | -92 | -88 | -77 | -80 | -84 |
| B | 1731999741.226 | 128.208 | 108.737 | 42.672 | -80 | -100 | -73 | -77 | -74 | -83 | -70 | -60 |
| C | 1731999556.229 | 72.170 | 77.088 | 42.672 | -81 | -100 | -79 | -79 | -77 | -72 | -77 | -71 |
| D | 1731999630.229 | 95.944 | 105.685 | 42.672 | -77 | -80 | -81 | -86 | -88 | -85 | -89 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000027.225
- **Target RSSI fingerprint:** [-84, -77, -81, -82, -85, -78, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
113.7743866506044,
99.34205055236816,
42.672000000000004
] | 4 |
13,864 | **[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 | 1723010027.172 | 159.624 | 8.612 | 60.960 | -69 | -72 | -71 | -71 | -100 | -74 | -77 | -63 |
| B | 1723010052.137 | 91.699 | 23.913 | 60.960 | -86 | -85 | -86 | -85 | -81 | -84 | -69 | -75 |
| C | 1723009949.140 | 58.585 | 44.071 | 60.960 | -82 | -81 | -88 | -83 | -78 | -70 | -75 | -69 |
| D | 1723010283.147 | 83.208 | 46.340 | 60.960 | -83 | -87 | -91 | -84 | -76 | -80 | -70 | -81 |
| E | 1723009630.159 | 207.171 | 4.220 | 60.960 | -95 | -89 | -95 | -96 | -88 | -91 | -100 | -85 |
| F | 1723010054.147 | 87.453 | 33.932 | 60.960 | -83 | -81 | -83 | -83 | -77 | -79 | -69 | -78 |
| G | 1723009947.150 | 68.774 | 44.642 | 60.960 | -79 | -81 | -86 | -79 | -80 | -71 | -77 | -69 |
| H | 1723010127.140 | 103.586 | 11.187 | 60.960 | -88 | -85 | -75 | -74 | -80 | -82 | -75 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010466.160
- **Target RSSI fingerprint:** [-83, -83, -71, -78, -81, -83, -79, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
157.07650977210247,
61.62763595581055,
60.96
] | 8 |
28,023 | **[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 | 1725939671.151 | 106.134 | 41.868 | 42.672 | -76 | -78 | -75 | -73 | -67 | -73 | -67 | -62 |
| B | 1725939731.168 | 5.094 | 47.375 | 42.672 | -77 | -76 | -76 | -74 | -70 | -73 | -73 | -77 |
| C | 1725939316.147 | 1.698 | 22.865 | 42.672 | -75 | -76 | -80 | -72 | -70 | -75 | -68 | -81 |
| D | 1725939371.146 | 101.888 | 48.543 | 42.672 | -72 | -77 | -74 | -68 | -77 | -71 | -79 | -60 |
| E | 1725939540.134 | 17.830 | 102.872 | 42.672 | -100 | -77 | -63 | -75 | -67 | -72 | -65 | -64 |
| F | 1725939678.172 | 88.303 | 62.012 | 42.672 | -68 | -76 | -80 | -75 | -75 | -75 | -76 | -71 |
| G | 1725939833.151 | 0.849 | 28.797 | 42.672 | -76 | -73 | -84 | -70 | -79 | -74 | -78 | -75 |
| H | 1725939803.184 | 71.322 | 40.183 | 42.672 | -78 | -75 | -77 | -77 | -74 | -69 | -76 | -64 |
| I | 1725939331.138 | 10.189 | 67.785 | 42.672 | -77 | -77 | -69 | -76 | -69 | -75 | -75 | -70 |
| J | 1725939400.153 | 46.699 | 50.985 | 42.672 | -78 | -77 | -76 | -77 | -73 | -72 | -74 | -65 |
| K | 1725939666.171 | 102.737 | 23.329 | 42.672 | -74 | -69 | -74 | -70 | -69 | -74 | -73 | -61 |
| L | 1725939596.162 | 73.869 | 37.913 | 42.672 | -74 | -75 | -76 | -73 | -74 | -70 | -66 | -63 |
| M | 1725939360.165 | 62.831 | 86.085 | 42.672 | -77 | -77 | -79 | -76 | -74 | -76 | -74 | -66 |
| N | 1725939660.171 | 101.888 | 10.457 | 42.672 | -74 | -68 | -76 | -73 | -68 | -75 | -62 | -69 |
| O | 1725939654.146 | 100.190 | 1.234 | 42.672 | -73 | -73 | -75 | -69 | -76 | -83 | -70 | -77 |
| P | 1725939287.136 | 64.529 | 76.079 | 42.672 | -100 | -100 | -78 | -100 | -100 | -70 | -100 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939281.132
- **Target RSSI fingerprint:** [-74, -74, -77, -76, -81, -76, -73, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37823760321753,
80.72371006011963,
42.672000000000004
] | 16 |
37,297 | **[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 | 1723693482.140 | 135.005 | 21.617 | 60.960 | -81 | -80 | -72 | -80 | -78 | -70 | -73 | -65 |
| B | 1723693223.148 | 187.648 | 81.838 | 60.960 | -77 | -75 | -81 | -76 | -77 | -75 | -65 | -65 |
| C | 1723693681.135 | 132.457 | 8.161 | 60.960 | -91 | -82 | -81 | -81 | -73 | -74 | -89 | -77 |
| D | 1723693363.149 | 203.781 | 133.089 | 60.960 | -80 | -82 | -77 | -73 | -79 | -81 | -67 | -70 |
| E | 1723693523.153 | 181.704 | 52.564 | 60.960 | -100 | -100 | -81 | -71 | -73 | -79 | -79 | -79 |
| F | 1723693159.156 | 208.875 | 118.863 | 60.960 | -75 | -72 | -73 | -71 | -100 | -75 | -64 | -67 |
| G | 1723693650.164 | 221.611 | 74.128 | 60.960 | -100 | -84 | -81 | -84 | -77 | -75 | -77 | -78 |
| H | 1723693410.153 | 135.854 | 33.667 | 60.960 | -78 | -76 | -81 | -82 | -75 | -78 | -71 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693630.141
- **Target RSSI fingerprint:** [-83, -81, -80, -81, -78, -75, -69, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
213.120557186161,
104.51749801635742,
60.96
] | 8 |
41,929 | **[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 | 1724128991.161 | 6.793 | 111.524 | 51.816 | -75 | -79 | -82 | -81 | -82 | -83 | -66 | -81 |
| B | 1724128699.118 | 46.700 | 65.078 | 51.816 | -71 | -83 | -78 | -76 | -79 | -76 | -64 | -70 |
| C | 1724128395.142 | 25.473 | 64.627 | 51.816 | -80 | -82 | -100 | -100 | -76 | -75 | -78 | -64 |
| D | 1724128675.132 | 122.268 | 87.638 | 51.816 | -100 | -68 | -72 | -80 | -79 | -77 | -75 | -67 |
| E | 1724128771.128 | 77.267 | 12.793 | 51.816 | -100 | -80 | -80 | -83 | -84 | -84 | -64 | -76 |
| F | 1724128600.129 | 51.794 | 8.400 | 51.816 | -100 | -65 | -75 | -71 | -76 | -78 | -65 | -65 |
| G | 1724128527.136 | 37.360 | 47.043 | 51.816 | -71 | -83 | -85 | -79 | -80 | -73 | -81 | -70 |
| H | 1724128969.143 | 48.398 | 13.297 | 51.816 | -100 | -76 | -84 | -77 | -100 | -82 | -64 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128917.148
- **Target RSSI fingerprint:** [-85, -89, -79, -81, -82, -81, -85, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.04123445877782,
60.34040927886963,
51.816
] | 8 |
14,358 | **[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 | 1731999599.224 | 45.849 | 133.991 | 42.672 | -89 | -88 | -81 | -83 | -80 | -73 | -73 | -80 |
| B | 1731999789.223 | 36.510 | 149.942 | 42.672 | -87 | -87 | -88 | -100 | -100 | -79 | -76 | -100 |
| C | 1731999803.214 | 69.623 | 147.142 | 42.672 | -90 | -87 | -90 | -79 | -85 | -76 | -77 | -81 |
| D | 1731999397.230 | 4.245 | 12.169 | 42.672 | -100 | -96 | -89 | -86 | -91 | -92 | -93 | -96 |
| E | 1731999981.243 | 23.774 | 129.997 | 42.672 | -100 | -83 | -85 | -72 | -80 | -74 | -75 | -67 |
| F | 1731999577.224 | 21.227 | 134.827 | 42.672 | -100 | -93 | -91 | -79 | -87 | -88 | -92 | -85 |
| G | 1732000035.234 | 140.944 | 121.026 | 42.672 | -83 | -90 | -84 | -86 | -76 | -83 | -88 | -82 |
| H | 1732000134.219 | 131.605 | 150.287 | 42.672 | -76 | -84 | -100 | -100 | -79 | -86 | -80 | -65 |
| I | 1731999838.222 | 140.095 | 129.108 | 42.672 | -73 | -79 | -79 | -74 | -70 | -77 | -78 | -61 |
| J | 1732000137.240 | 140.095 | 136.765 | 42.672 | -77 | -82 | -100 | -100 | -75 | -82 | -81 | -58 |
| K | 1732000189.229 | 15.283 | 13.018 | 42.672 | -84 | -72 | -74 | -83 | -92 | -80 | -73 | -80 |
| L | 1732000147.221 | 146.888 | 122.472 | 42.672 | -79 | -88 | -83 | -79 | -78 | -77 | -77 | -65 |
| M | 1731999544.246 | 51.793 | 59.956 | 42.672 | -100 | -89 | -80 | -88 | -86 | -79 | -80 | -79 |
| N | 1732000111.221 | 58.585 | 103.987 | 42.672 | -89 | -89 | -90 | -82 | -75 | -85 | -78 | -80 |
| O | 1731999721.217 | 106.133 | 147.938 | 42.672 | -81 | -89 | -87 | -88 | -90 | -94 | -89 | -87 |
| P | 1732000126.209 | 122.265 | 158.873 | 42.672 | -88 | -86 | -88 | -81 | -77 | -81 | -82 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999386.218
- **Target RSSI fingerprint:** [-100, -100, -89, -96, -94, -104, -102, -91]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.792500695558472,
11.518688201904297,
42.672000000000004
] | 16 |
586 | **[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 | 1722841323.174 | 90.850 | 192.938 | 60.960 | -75 | -89 | -86 | -85 | -79 | -79 | -75 | -74 |
| C | 1722841412.187 | 129.907 | 111.484 | 60.960 | -79 | -91 | -82 | -71 | -73 | -78 | -78 | -79 |
| D | 1722841351.158 | 11.887 | 124.131 | 60.960 | -81 | -68 | -75 | -81 | -72 | -72 | -72 | -72 |
| E | 1722840950.171 | 27.170 | 107.928 | 60.960 | -87 | -75 | -79 | -78 | -80 | -70 | -74 | -67 |
| F | 1722841389.159 | 109.529 | 150.884 | 60.960 | -87 | -87 | -86 | -83 | -81 | -73 | -70 | -72 |
| G | 1722841094.162 | 134.152 | 117.164 | 60.960 | -77 | -87 | -82 | -78 | -81 | -74 | -71 | -74 |
| H | 1722840804.166 | 39.906 | 42.412 | 60.960 | -90 | -72 | -91 | -81 | -77 | -86 | -78 | -78 |
**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
] | 8 |
3,990 | **[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 | 1731994238.213 | 59.434 | 7.750 | 51.816 | -85 | -85 | -81 | -81 | -80 | -90 | -78 | -79 |
| B | 1731994854.226 | 61.982 | 7.723 | 51.816 | -78 | -83 | -88 | -93 | -87 | -78 | -89 | -85 |
| C | 1731994498.217 | 38.208 | 72.416 | 51.816 | -96 | -99 | -79 | -81 | -77 | -87 | -65 | -72 |
| D | 1731994437.202 | 107.831 | 53.387 | 51.816 | -93 | -94 | -75 | -79 | -83 | -72 | -78 | -71 |
| E | 1731994478.207 | 2.547 | 60.102 | 51.816 | -100 | -81 | -88 | -74 | -82 | -86 | -75 | -71 |
| F | 1731994527.212 | 97.642 | 60.022 | 51.816 | -90 | -94 | -86 | -85 | -85 | -88 | -80 | -83 |
| G | 1731994509.241 | 80.661 | 39.081 | 51.816 | -86 | -92 | -80 | -80 | -81 | -79 | -69 | -75 |
| H | 1731994599.215 | 48.397 | 67.891 | 51.816 | -74 | -81 | -89 | -84 | -92 | -89 | -77 | -73 |
| I | 1731994777.223 | 15.283 | 59.159 | 51.816 | -92 | -90 | -83 | -85 | -77 | -74 | -70 | -75 |
| J | 1731994385.222 | 11.038 | 60.009 | 51.816 | -94 | -91 | -81 | -86 | -75 | -69 | -70 | -74 |
| K | 1731994162.236 | 68.774 | 7.033 | 51.816 | -63 | -76 | -96 | -94 | -94 | -97 | -92 | -91 |
| L | 1731994843.222 | 72.170 | 16.986 | 51.816 | -80 | -78 | -72 | -78 | -80 | -74 | -75 | -73 |
| M | 1731994367.242 | 36.510 | 85.010 | 51.816 | -93 | -83 | -84 | -84 | -84 | -76 | -72 | -78 |
| N | 1731994459.225 | 48.397 | 25.068 | 51.816 | -88 | -78 | -87 | -80 | -87 | -86 | -83 | -75 |
| O | 1731994780.212 | 28.019 | 51.502 | 51.816 | -83 | -91 | -83 | -92 | -76 | -68 | -71 | -80 |
| P | 1731994343.226 | 95.095 | 97.537 | 51.816 | -91 | -85 | -89 | -73 | -87 | -77 | -84 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994465.231
- **Target RSSI fingerprint:** [-84, -76, -82, -91, -86, -86, -82, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.77375259376792,
42.4652099609375,
51.816
] | 16 |
7,553 | **[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 | 1722828823.144 | 106.982 | 33.999 | 42.672 | -89 | -92 | -82 | -80 | -87 | -77 | -78 | -67 |
| B | 1722829023.164 | 95.944 | 28.200 | 42.672 | -88 | -92 | -81 | -76 | -84 | -74 | -76 | -63 |
| C | 1722828546.151 | 50.095 | 99.634 | 42.672 | -86 | -82 | -82 | -89 | -89 | -83 | -78 | -87 |
| D | 1722828901.173 | 108.680 | 52.086 | 42.672 | -88 | -87 | -80 | -80 | -79 | -85 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828833.162
- **Target RSSI fingerprint:** [-88, -91, -84, -75, -86, -73, -81, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219264195122,
7.948956489562988,
42.672000000000004
] | 4 |
23,740 | **[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 | 1725943340.152 | 105.284 | 31.530 | 60.960 | -77 | -78 | -74 | -75 | -73 | -77 | -75 | -68 |
| B | 1725943035.173 | 57.737 | 85.222 | 60.960 | -82 | -79 | -72 | -78 | -73 | -79 | -68 | -67 |
| C | 1725942942.159 | 106.133 | 40.103 | 60.960 | -75 | -76 | -71 | -70 | -73 | -68 | -72 | -67 |
| D | 1725943086.176 | 9.340 | 62.994 | 60.960 | -76 | -73 | -80 | -65 | -74 | -77 | -76 | -72 |
| E | 1725943293.169 | 5.943 | 48.490 | 60.960 | -76 | -67 | -79 | -75 | -76 | -74 | -70 | -66 |
| F | 1725942923.157 | 85.756 | 8.241 | 60.960 | -71 | -71 | -74 | -70 | -74 | -67 | -76 | -80 |
| G | 1725943294.138 | 5.094 | 43.447 | 60.960 | -76 | -73 | -74 | -74 | -73 | -75 | -67 | -64 |
| H | 1725943339.155 | 104.435 | 27.483 | 60.960 | -78 | -74 | -74 | -74 | -73 | -72 | -75 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943404.169
- **Target RSSI fingerprint:** [-75, -76, -73, -78, -73, -72, -71, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.245339960964085,
37.794036865234375,
60.96
] | 8 |
14,218 | **[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 | 1723004397.179 | 76.416 | 11.041 | 60.960 | -83 | -76 | -73 | -76 | -75 | -72 | -71 | -71 |
| B | 1723004437.132 | 2.547 | 83.763 | 60.960 | -76 | -77 | -78 | -81 | -79 | -77 | -75 | -77 |
| C | 1723004560.152 | 88.302 | 94.167 | 60.960 | -86 | -84 | -86 | -86 | -85 | -78 | -70 | -75 |
| D | 1723004783.141 | 111.227 | 92.229 | 60.960 | -86 | -85 | -89 | -85 | -86 | -83 | -70 | -63 |
| E | 1723005033.202 | 79.812 | 4.724 | 60.960 | -88 | -80 | -72 | -78 | -81 | -82 | -74 | -61 |
| F | 1723004556.136 | 67.076 | 92.733 | 60.960 | -84 | -83 | -84 | -82 | -84 | -77 | -69 | -79 |
| G | 1723004343.157 | 106.133 | 59.199 | 60.960 | -89 | -84 | -85 | -82 | -79 | -67 | -72 | -75 |
| H | 1723004544.156 | 3.396 | 87.863 | 60.960 | -77 | -79 | -80 | -83 | -70 | -70 | -85 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004591.143
- **Target RSSI fingerprint:** [-87, -74, -74, -80, -76, -66, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.8499544244886,
13.164215087890625,
60.96
] | 8 |
19,364 | **[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 | 1722828488.168 | 61.982 | 63.140 | 42.672 | -88 | -88 | -85 | -100 | -100 | -100 | -79 | -74 |
| B | 1722828980.169 | 28.868 | 47.734 | 42.672 | -90 | -92 | -85 | -79 | -81 | -78 | -79 | -74 |
| C | 1722828678.148 | 32.264 | 87.531 | 42.672 | -95 | -87 | -77 | -87 | -83 | -85 | -92 | -75 |
| D | 1722828912.147 | 126.510 | 65.489 | 42.672 | -95 | -91 | -98 | -84 | -86 | -86 | -85 | -98 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828505.150
- **Target RSSI fingerprint:** [-88, -87, -84, -79, -87, -84, -80, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49125718634149,
35.55134296417236,
42.672000000000004
] | 4 |
5,530 | **[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 | 1722999724.141 | 139.246 | 40.647 | 42.672 | -70 | -71 | -76 | -80 | -68 | -85 | -77 | -75 |
| B | 1722999759.133 | 73.019 | 43.062 | 42.672 | -87 | -81 | -81 | -86 | -74 | -84 | -70 | -76 |
| C | 1723000121.152 | 4.245 | 77.300 | 42.672 | -91 | -90 | -90 | -89 | -87 | -88 | -78 | -83 |
| D | 1722999984.131 | 73.019 | 44.257 | 42.672 | -85 | -88 | -86 | -85 | -86 | -82 | -71 | -73 |
| E | 1722999752.153 | 76.416 | 10.444 | 42.672 | -83 | -82 | -86 | -83 | -84 | -78 | -74 | -85 |
| F | 1723000174.136 | 112.076 | 60.035 | 42.672 | -82 | -83 | -82 | -74 | -83 | -80 | -64 | -70 |
| G | 1723000264.150 | 73.868 | 2.521 | 42.672 | -100 | -96 | -96 | -94 | -91 | -101 | -85 | -102 |
| H | 1723000146.139 | 86.604 | 96.290 | 42.672 | -81 | -91 | -89 | -78 | -92 | -83 | -71 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000178.143
- **Target RSSI fingerprint:** [-82, -83, -75, -73, -78, -73, -60, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.03840510898495,
42.398858070373535,
42.672000000000004
] | 8 |
425 | **[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 | 1723008617.158 | 165.567 | 50.640 | 51.816 | -86 | -70 | -87 | -86 | -76 | -84 | -71 | -81 |
| B | 1723008253.154 | 39.057 | 21.219 | 51.816 | -90 | -76 | -76 | -66 | -73 | -78 | -100 | -64 |
| C | 1723007965.159 | 104.435 | 0.385 | 51.816 | -73 | -89 | -78 | -75 | -83 | -78 | -73 | -84 |
| D | 1723008296.160 | 149.435 | 28.744 | 51.816 | -85 | -92 | -90 | -85 | -88 | -84 | -70 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008119.156
- **Target RSSI fingerprint:** [-83, -79, -79, -77, -76, -64, -80, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.5471866304011708,
82.75407791137695,
51.816
] | 4 |
30,086 | **[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 | 1724123237.138 | 29.718 | 2.614 | 60.960 | -86 | -82 | -81 | -72 | -79 | -75 | -79 | -79 |
| B | 1724123141.138 | 11.038 | 47.176 | 60.960 | -78 | -76 | -79 | -71 | -83 | -77 | -77 | -71 |
| C | 1724123569.152 | 29.718 | 56.280 | 60.960 | -79 | -74 | -82 | -82 | -75 | -80 | -68 | -65 |
| D | 1724123509.149 | 78.116 | 81.507 | 60.960 | -79 | -84 | -82 | -83 | -77 | -75 | -74 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123157.158
- **Target RSSI fingerprint:** [-100, -84, -100, -100, -72, -77, -76, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.3613263721523,
85.14274597167969,
60.96
] | 4 |
11,195 | **[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 | 1723008372.170 | 113.774 | 89.349 | 51.816 | -88 | -83 | -86 | -77 | -86 | -69 | -61 | -75 |
| B | 1723008341.165 | 7.642 | 70.506 | 51.816 | -77 | -74 | -73 | -72 | -65 | -74 | -74 | -78 |
| C | 1723008145.157 | 106.133 | 89.376 | 51.816 | -89 | -100 | -89 | -75 | -87 | -69 | -68 | -78 |
| D | 1723008626.147 | 196.982 | 16.933 | 51.816 | -79 | -88 | -87 | -75 | -82 | -70 | -79 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008228.149
- **Target RSSI fingerprint:** [-84, -78, -75, -100, -70, -100, -62, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
24.622804093877985,
83.89533042907715,
51.816
] | 4 |
34,563 | **[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 | 1723698094.159 | 17.831 | 50.534 | 51.816 | -81 | -75 | -79 | -84 | -75 | -78 | -74 | -65 |
| B | 1723698064.174 | 79.814 | 23.595 | 51.816 | -74 | -73 | -70 | -72 | -64 | -73 | -70 | -65 |
| C | 1723698026.128 | 92.550 | 88.328 | 51.816 | -83 | -74 | -83 | -71 | -83 | -75 | -74 | -70 |
| D | 1723698142.137 | 113.778 | 62.079 | 51.816 | -78 | -100 | -72 | -73 | -79 | -67 | -67 | -70 |
| E | 1723698354.164 | 18.680 | 44.602 | 51.816 | -83 | -78 | -79 | -75 | -77 | -77 | -75 | -66 |
| F | 1723698187.151 | 24.623 | 52.232 | 51.816 | -78 | -79 | -78 | -78 | -68 | -76 | -74 | -74 |
| G | 1723697968.152 | 113.778 | 65.224 | 51.816 | -83 | -77 | -74 | -77 | -81 | -72 | -70 | -68 |
| H | 1723698004.129 | 16.982 | 50.613 | 51.816 | -79 | -77 | -77 | -75 | -76 | -72 | -71 | -64 |
| I | 1723697982.139 | 71.323 | 47.309 | 51.816 | -83 | -68 | -81 | -81 | -76 | -78 | -74 | -64 |
| J | 1723698084.149 | 45.002 | 63.260 | 51.816 | -81 | -77 | -78 | -83 | -77 | -76 | -73 | -65 |
| K | 1723698470.141 | 27.171 | 26.448 | 51.816 | -80 | -85 | -75 | -72 | -77 | -79 | -78 | -77 |
| L | 1723698243.145 | 73.870 | 34.158 | 51.816 | -77 | -77 | -77 | -75 | -66 | -79 | -71 | -69 |
| M | 1723698379.153 | 95.098 | 90.066 | 51.816 | -82 | -73 | -83 | -73 | -82 | -75 | -77 | -71 |
| N | 1723698003.146 | 18.680 | 48.623 | 51.816 | -80 | -80 | -78 | -74 | -73 | -75 | -76 | -65 |
| O | 1723698454.147 | 27.171 | 24.033 | 51.816 | -79 | -80 | -77 | -80 | -70 | -77 | -78 | -74 |
| P | 1723698044.172 | 123.967 | 45.478 | 51.816 | -83 | -72 | -75 | -73 | -100 | -77 | -74 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698567.145
- **Target RSSI fingerprint:** [-94, -100, -94, -102, -85, -100, -98, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.245429221285951,
59.00010108947754,
51.816
] | 16 |
10,178 | **[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 | 1723008088.156 | 101.038 | 41.642 | 51.816 | -81 | -72 | -74 | -78 | -74 | -80 | -77 | -76 |
| B | 1723007916.156 | 171.511 | 47.999 | 51.816 | -80 | -84 | -76 | -84 | -83 | -81 | -76 | -68 |
| C | 1723008168.147 | 152.831 | 31.026 | 51.816 | -76 | -81 | -74 | -74 | -77 | -80 | -73 | -74 |
| D | 1723008233.149 | 1.698 | 82.515 | 51.816 | -84 | -84 | -78 | -82 | -81 | -70 | -74 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008015.158
- **Target RSSI fingerprint:** [-76, -81, -82, -77, -71, -69, -75, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.943435470936065,
76.0525369644165,
51.816
] | 4 |
35,750 | **[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 | 1724130106.133 | 38.209 | 56.333 | 60.960 | -79 | -79 | -85 | -74 | -79 | -75 | -74 | -65 |
| B | 1724130176.163 | 81.512 | 12.859 | 60.960 | -76 | -77 | -77 | -78 | -83 | -72 | -76 | -63 |
| C | 1724129966.143 | 132.457 | 67.533 | 60.960 | -79 | -75 | -81 | -84 | -79 | -84 | -77 | -85 |
| D | 1724129879.134 | 144.345 | 41.125 | 60.960 | -81 | -85 | -85 | -75 | -86 | -74 | -73 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129971.133
- **Target RSSI fingerprint:** [-77, -75, -75, -79, -75, -78, -74, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.64644703948315,
48.58285427093506,
60.96
] | 4 |
11,370 | **[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 | 1722839061.175 | 16.132 | 126.082 | 51.816 | -79 | -85 | -72 | -78 | -83 | -76 | -71 | -72 |
| B | 1722839067.155 | 19.528 | 120.389 | 51.816 | -83 | -84 | -70 | -76 | -86 | -76 | -74 | -71 |
| C | 1722838822.165 | 104.435 | 171.931 | 51.816 | -87 | -79 | -77 | -80 | -84 | -81 | -89 | -74 |
| D | 1722839250.162 | 65.378 | 169.396 | 51.816 | -77 | -78 | -86 | -86 | -79 | -77 | -83 | -73 |
| E | 1722839159.170 | 13.585 | 120.508 | 51.816 | -81 | -84 | -78 | -87 | -85 | -86 | -81 | -78 |
| F | 1722838980.147 | 58.585 | 147.646 | 51.816 | -79 | -74 | -72 | -78 | -75 | -62 | -67 | -71 |
| G | 1722838737.166 | 50.095 | 82.847 | 51.816 | -80 | -82 | -90 | -82 | -68 | -79 | -77 | -74 |
| H | 1722838859.163 | 15.283 | 125.989 | 51.816 | -87 | -86 | -80 | -80 | -85 | -81 | -76 | -78 |
| I | 1722838723.159 | 55.189 | 52.869 | 51.816 | -85 | -78 | -80 | -77 | -83 | -77 | -75 | -79 |
| J | 1722839155.166 | 26.321 | 105.858 | 51.816 | -86 | -87 | -76 | -86 | -83 | -79 | -76 | -72 |
| K | 1722839158.170 | 16.132 | 117.310 | 51.816 | -80 | -87 | -81 | -86 | -86 | -82 | -77 | -79 |
| L | 1722838961.150 | 11.887 | 128.444 | 51.816 | -85 | -86 | -89 | -85 | -88 | -85 | -80 | -88 |
| M | 1722838762.155 | 39.057 | 151.375 | 51.816 | -86 | -76 | -89 | -85 | -81 | -69 | -70 | -91 |
| N | 1722839361.145 | 28.019 | 26.421 | 51.816 | -81 | -72 | -93 | -70 | -77 | -85 | -80 | -87 |
| O | 1722838544.167 | 2.547 | 1.898 | 51.816 | -82 | -86 | -82 | -76 | -68 | -100 | -94 | -78 |
| P | 1722838876.156 | 48.397 | 97.975 | 51.816 | -83 | -81 | -92 | -86 | -84 | -83 | -85 | -89 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839151.132
- **Target RSSI fingerprint:** [-80, -87, -78, -81, -72, -84, -81, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75500266816206,
90.64995288848877,
51.816
] | 16 |
30,726 | **[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 | 1723690020.158 | 148.590 | 14.704 | 42.672 | -80 | -100 | -100 | -79 | -74 | -85 | -65 | -68 |
| B | 1723690220.143 | 151.986 | 3.517 | 42.672 | -100 | -100 | -100 | -88 | -89 | -85 | -69 | -75 |
| C | 1723689809.146 | 163.874 | 8.971 | 42.672 | -90 | -100 | -100 | -81 | -84 | -87 | -76 | -81 |
| D | 1723689587.157 | 45.002 | 63.459 | 42.672 | -80 | -81 | -77 | -81 | -100 | -100 | -70 | -77 |
| E | 1723690124.190 | 150.288 | 84.612 | 42.672 | -79 | -85 | -76 | -100 | -79 | -88 | -76 | -78 |
| F | 1723690042.150 | 141.797 | 82.621 | 42.672 | -85 | -87 | -82 | -100 | -82 | -76 | -78 | -80 |
| G | 1723690325.140 | 12.736 | 71.288 | 42.672 | -100 | -105 | -99 | -101 | -100 | -94 | -101 | -102 |
| H | 1723689744.154 | 143.496 | 36.945 | 42.672 | -77 | -82 | -87 | -73 | -76 | -81 | -81 | -84 |
| I | 1723689967.148 | 203.781 | 98.506 | 42.672 | -83 | -77 | -82 | -100 | -100 | -89 | -100 | -89 |
| J | 1723690098.207 | 215.668 | 119.526 | 42.672 | -79 | -71 | -71 | -82 | -67 | -78 | -85 | -71 |
| K | 1723690155.159 | 163.874 | 57.328 | 42.672 | -82 | -79 | -82 | -79 | -82 | -75 | -100 | -78 |
| L | 1723690236.147 | 76.418 | 38.126 | 42.672 | -100 | -89 | -80 | -82 | -100 | -85 | -70 | -75 |
| M | 1723690232.139 | 95.098 | 29.832 | 42.672 | -100 | -72 | -77 | -86 | -87 | -85 | -73 | -76 |
| N | 1723690000.135 | 195.290 | 41.788 | 42.672 | -83 | -100 | -100 | -82 | -79 | -86 | -80 | -72 |
| O | 1723690137.148 | 131.608 | 60.473 | 42.672 | -73 | -66 | -70 | -76 | -85 | -76 | -79 | -76 |
| P | 1723690131.140 | 129.061 | 65.051 | 42.672 | -75 | -71 | -71 | -83 | -81 | -86 | -80 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689617.152
- **Target RSSI fingerprint:** [-100, -100, -100, -80, -85, -85, -72, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
155.38271931638045,
15.937724113464355,
42.672000000000004
] | 16 |
1,811 | **[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 | 1723008244.142 | 16.132 | 60.181 | 51.816 | -81 | -72 | -74 | -75 | -74 | -70 | -77 | -81 |
| B | 1723007836.150 | 213.964 | 2.216 | 51.816 | -94 | -100 | -98 | -84 | -88 | -97 | -93 | -87 |
| C | 1723008170.153 | 155.378 | 21.272 | 51.816 | -74 | -84 | -85 | -71 | -74 | -79 | -77 | -78 |
| D | 1723008097.156 | 56.038 | 40.806 | 51.816 | -79 | -74 | -81 | -100 | -83 | -74 | -80 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008448.150
- **Target RSSI fingerprint:** [-79, -78, -80, -90, -85, -77, -68, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.3021727168199,
84.53230857849121,
51.816
] | 4 |
7,059 | **[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 | 1723004621.130 | 72.170 | 47.933 | 60.960 | -84 | -78 | -80 | -86 | -84 | -86 | -77 | -78 |
| B | 1723005027.148 | 92.548 | 28.266 | 60.960 | -100 | -83 | -81 | -78 | -78 | -79 | -72 | -63 |
| C | 1723004709.137 | 127.359 | 33.640 | 60.960 | -86 | -86 | -75 | -74 | -79 | -73 | -76 | -70 |
| D | 1723004567.159 | 123.114 | 94.565 | 60.960 | -86 | -78 | -82 | -82 | -83 | -75 | -68 | -100 |
| E | 1723004637.156 | 58.585 | 89.469 | 60.960 | -100 | -80 | -89 | -82 | -80 | -80 | -80 | -63 |
| F | 1723004427.152 | 18.679 | 87.001 | 60.960 | -76 | -87 | -86 | -78 | -84 | -82 | -86 | -71 |
| G | 1723004882.157 | 13.585 | 44.257 | 60.960 | -71 | -87 | -81 | -78 | -78 | -78 | -71 | -75 |
| H | 1723004959.123 | 19.528 | 44.177 | 60.960 | -74 | -83 | -90 | -73 | -70 | -73 | -90 | -77 |
| I | 1723004728.162 | 79.812 | 48.039 | 60.960 | -76 | -77 | -75 | -80 | -77 | -70 | -85 | -100 |
| J | 1723005001.141 | 106.982 | 92.627 | 60.960 | -100 | -83 | -83 | -87 | -85 | -85 | -72 | -62 |
| K | 1723004860.152 | 35.661 | 88.102 | 60.960 | -75 | -79 | -86 | -80 | -81 | -78 | -88 | -77 |
| L | 1723004490.154 | 129.907 | 26.382 | 60.960 | -84 | -83 | -74 | -80 | -75 | -75 | -75 | -75 |
| M | 1723004664.156 | 11.038 | 43.726 | 60.960 | -70 | -85 | -75 | -77 | -74 | -73 | -69 | -69 |
| N | 1723004712.156 | 125.661 | 47.455 | 60.960 | -84 | -83 | -82 | -84 | -83 | -81 | -77 | -64 |
| O | 1723004715.150 | 125.661 | 50.852 | 60.960 | -87 | -84 | -81 | -84 | -81 | -81 | -74 | -67 |
| P | 1723004770.144 | 44.151 | 89.456 | 60.960 | -80 | -82 | -73 | -82 | -80 | -77 | -69 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004608.161
- **Target RSSI fingerprint:** [-71, -74, -79, -75, -71, -68, -85, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71747493346874,
8.081660270690918,
60.96
] | 16 |
32,852 | **[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 | 1723693262.153 | 176.610 | 29.593 | 60.960 | -79 | -82 | -82 | -78 | -78 | -75 | -72 | -80 |
| B | 1723693055.143 | 84.060 | 35.936 | 60.960 | -100 | -71 | -73 | -75 | -76 | -70 | -75 | -77 |
| C | 1723693689.157 | 95.947 | 25.267 | 60.960 | -81 | -84 | -100 | -83 | -79 | -76 | -70 | -70 |
| D | 1723693571.172 | 194.441 | 124.622 | 60.960 | -78 | -76 | -67 | -75 | -77 | -79 | -75 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693657.145
- **Target RSSI fingerprint:** [-78, -83, -85, -77, -83, -73, -73, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
196.13883948208442,
48.3174467086792,
60.96
] | 4 |
34,261 | **[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 | 1723689939.138 | 130.759 | 56.532 | 42.672 | -75 | -80 | -85 | -72 | -77 | -75 | -78 | -79 |
| B | 1723689753.151 | 157.081 | 50.082 | 42.672 | -82 | -81 | -84 | -87 | -81 | -76 | -78 | -74 |
| C | 1723689988.165 | 236.895 | 89.044 | 42.672 | -78 | -81 | -100 | -84 | -72 | -70 | -100 | -85 |
| D | 1723689675.119 | 202.932 | 54.010 | 42.672 | -85 | -84 | -83 | -100 | -83 | -78 | -76 | -83 |
| E | 1723689739.140 | 134.156 | 54.448 | 42.672 | -75 | -81 | -86 | -73 | -76 | -72 | -79 | -81 |
| F | 1723690193.172 | 222.461 | 69.975 | 42.672 | -88 | -92 | -89 | -93 | -83 | -88 | -85 | -92 |
| G | 1723689737.138 | 130.759 | 61.933 | 42.672 | -77 | -85 | -87 | -70 | -75 | -76 | -81 | -80 |
| H | 1723689805.168 | 178.308 | 23.064 | 42.672 | -80 | -84 | -83 | -100 | -90 | -78 | -80 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690113.146
- **Target RSSI fingerprint:** [-85, -88, -76, -71, -86, -83, -86, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
190.1952411304329,
121.06565952301025,
42.672000000000004
] | 8 |
28,190 | **[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 | 1725937917.150 | 15.283 | 113.993 | 30.480 | -71 | -71 | -73 | -70 | -66 | -68 | -50 | -65 |
| B | 1725937977.148 | 71.322 | 33.893 | 30.480 | -100 | -85 | -74 | -79 | -82 | -60 | -75 | -75 |
| C | 1725937788.147 | 7.642 | 21.896 | 30.480 | -69 | -73 | -100 | -75 | -77 | -81 | -79 | -69 |
| D | 1725938100.135 | 53.491 | 8.002 | 30.480 | -83 | -85 | -79 | -80 | -79 | -85 | -81 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938208.149
- **Target RSSI fingerprint:** [-67, -72, -77, -81, -77, -64, -68, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.0006043481907,
46.76481246948242,
30.48
] | 4 |
6,241 | **[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 | 1723005001.141 | 106.982 | 92.627 | 60.960 | -83 | -86 | -87 | -85 | -85 | -83 | -72 | -62 |
| B | 1723004955.167 | 39.906 | 44.509 | 60.960 | -77 | -79 | -67 | -71 | -69 | -80 | -86 | -78 |
| C | 1723004370.147 | 132.454 | 26.673 | 60.960 | -87 | -80 | -79 | -85 | -80 | -67 | -75 | -75 |
| D | 1723004565.145 | 113.774 | 94.326 | 60.960 | -80 | -86 | -86 | -84 | -83 | -82 | -69 | -63 |
| E | 1723004411.136 | 67.076 | 85.421 | 60.960 | -76 | -82 | -79 | -72 | -68 | -86 | -75 | -69 |
| F | 1723004727.151 | 84.906 | 48.317 | 60.960 | -82 | -85 | -82 | -82 | -73 | -75 | -81 | -64 |
| G | 1723004399.144 | 74.717 | 21.657 | 60.960 | -83 | -84 | -85 | -78 | -75 | -79 | -77 | -71 |
| H | 1723004401.148 | 73.019 | 32.340 | 60.960 | -77 | -77 | -85 | -81 | -76 | -79 | -76 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004582.193
- **Target RSSI fingerprint:** [-88, -87, -90, -90, -88, -68, -74, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.75558113357027,
52.29856014251709,
60.96
] | 8 |
38,328 | **[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 | 1724126883.130 | 137.552 | 49.074 | 42.672 | -81 | -81 | -100 | -87 | -68 | -77 | -85 | -78 |
| B | 1724126887.155 | 127.363 | 67.905 | 42.672 | -83 | -84 | -100 | -83 | -73 | -70 | -100 | -76 |
| C | 1724126989.147 | 72.172 | 8.891 | 42.672 | -100 | -75 | -75 | -86 | -89 | -100 | -62 | -61 |
| D | 1724127173.131 | 73.021 | 8.228 | 42.672 | -73 | -75 | -75 | -87 | -89 | -85 | -62 | -59 |
| E | 1724127100.151 | 43.303 | 60.977 | 42.672 | -82 | -85 | -74 | -87 | -90 | -77 | -64 | -84 |
| F | 1724126968.147 | 141.797 | 45.557 | 42.672 | -79 | -100 | -100 | -76 | -89 | -85 | -100 | -82 |
| G | 1724127122.138 | 45.002 | 29.712 | 42.672 | -100 | -100 | -73 | -83 | -100 | -100 | -65 | -68 |
| H | 1724126975.133 | 140.099 | 40.501 | 42.672 | -82 | -86 | -100 | -89 | -77 | -82 | -100 | -84 |
| I | 1724126705.141 | 123.967 | 74.447 | 42.672 | -84 | -85 | -100 | -84 | -72 | -70 | -87 | -81 |
| J | 1724126767.149 | 105.287 | 60.539 | 42.672 | -78 | -84 | -86 | -85 | -100 | -74 | -78 | -80 |
| K | 1724126827.176 | 29.718 | 52.670 | 42.672 | -79 | -100 | -67 | -100 | -79 | -80 | -62 | -70 |
| L | 1724126850.145 | 77.267 | 67.905 | 42.672 | -100 | -100 | -82 | -73 | -75 | -71 | -76 | -100 |
| M | 1724126699.134 | 138.401 | 47.189 | 42.672 | -80 | -78 | -100 | -82 | -66 | -70 | -89 | -77 |
| N | 1724126858.147 | 93.399 | 31.199 | 42.672 | -74 | -83 | -84 | -71 | -100 | -85 | -77 | -80 |
| O | 1724126648.128 | 28.869 | 54.581 | 42.672 | -100 | -71 | -70 | -100 | -70 | -72 | -65 | -58 |
| P | 1724126956.143 | 124.816 | 69.245 | 42.672 | -79 | -79 | -87 | -81 | -84 | -80 | -85 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127185.145
- **Target RSSI fingerprint:** [-100, -86, -69, -83, -91, -100, -61, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
52.6433324724517,
6.343240737915039,
42.672000000000004
] | 16 |
35,494 | **[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 | 1723698023.137 | 80.663 | 81.520 | 51.816 | -82 | -76 | -78 | -74 | -73 | -78 | -74 | -68 |
| B | 1723697919.140 | 12.736 | 58.124 | 51.816 | -100 | -75 | -100 | -76 | -79 | -81 | -74 | -80 |
| C | 1723698101.149 | 29.718 | 26.090 | 51.816 | -72 | -77 | -77 | -78 | -84 | -80 | -77 | -73 |
| D | 1723698169.153 | 27.171 | 24.776 | 51.816 | -77 | -82 | -75 | -80 | -77 | -80 | -75 | -65 |
| E | 1723698204.167 | 101.041 | 91.101 | 51.816 | -83 | -71 | -79 | -71 | -75 | -83 | -75 | -71 |
| F | 1723698176.137 | 22.925 | 33.693 | 51.816 | -77 | -72 | -77 | -81 | -79 | -65 | -77 | -64 |
| G | 1723698004.129 | 16.982 | 50.613 | 51.816 | -78 | -75 | -77 | -77 | -72 | -76 | -71 | -64 |
| H | 1723698458.164 | 34.813 | 7.511 | 51.816 | -71 | -100 | -72 | -100 | -78 | -61 | -76 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698188.153
- **Target RSSI fingerprint:** [-80, -80, -82, -76, -76, -78, -75, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.86891870474447,
54.47490215301514,
51.816
] | 8 |
4,164 | **[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 | 1731994237.211 | 60.283 | 7.378 | 51.816 | -79 | -84 | -90 | -85 | -80 | -80 | -81 | -78 |
| B | 1731994673.205 | 3.396 | 59.133 | 51.816 | -100 | -100 | -86 | -89 | -82 | -87 | -88 | -75 |
| C | 1731994901.217 | 61.982 | 5.600 | 51.816 | -81 | -87 | -100 | -77 | -84 | -89 | -75 | -80 |
| D | 1731994668.229 | 2.547 | 58.230 | 51.816 | -100 | -79 | -84 | -87 | -78 | -78 | -81 | -74 |
| E | 1731994365.220 | 45.000 | 91.433 | 51.816 | -81 | -81 | -71 | -84 | -83 | -74 | -79 | -71 |
| F | 1731994356.202 | 73.019 | 119.500 | 51.816 | -88 | -79 | -70 | -88 | -84 | -86 | -89 | -75 |
| G | 1731994402.227 | 52.642 | 68.542 | 51.816 | -73 | -80 | -89 | -84 | -88 | -88 | -73 | -76 |
| H | 1731994566.199 | 21.227 | 77.101 | 51.816 | -89 | -85 | -85 | -83 | -79 | -81 | -76 | -72 |
| I | 1731994446.229 | 73.019 | 22.241 | 51.816 | -78 | -82 | -74 | -78 | -81 | -72 | -73 | -77 |
| J | 1731994767.229 | 8.491 | 66.166 | 51.816 | -100 | -74 | -88 | -82 | -77 | -76 | -74 | -73 |
| K | 1731994725.209 | 119.718 | 68.250 | 51.816 | -100 | -99 | -85 | -88 | -88 | -85 | -87 | -85 |
| L | 1731994788.236 | 36.510 | 47.402 | 51.816 | -80 | -80 | -82 | -89 | -87 | -89 | -78 | -80 |
| M | 1731994682.226 | 25.472 | 92.468 | 51.816 | -96 | -94 | -82 | -87 | -86 | -86 | -88 | -74 |
| N | 1731994456.244 | 59.434 | 17.119 | 51.816 | -81 | -86 | -77 | -75 | -84 | -84 | -75 | -82 |
| O | 1731994936.230 | 70.472 | 0.000 | 51.816 | -75 | -100 | -98 | -95 | -95 | -78 | -96 | -87 |
| P | 1731994498.217 | 38.208 | 72.416 | 51.816 | -96 | -99 | -87 | -81 | -77 | -79 | -72 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994373.220
- **Target RSSI fingerprint:** [-76, -74, -89, -80, -78, -78, -75, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.735938889518529,
66.12629413604736,
51.816
] | 16 |
15,548 | **[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 | 1723006241.140 | 210.567 | 7.591 | 42.672 | -84 | -100 | -86 | -100 | -79 | -79 | -73 | -82 |
| B | 1723006724.145 | 144.341 | 51.582 | 42.672 | -88 | -79 | -85 | -77 | -68 | -73 | -75 | -69 |
| C | 1723006950.165 | 154.529 | 65.980 | 42.672 | -84 | -75 | -76 | -76 | -70 | -75 | -74 | -71 |
| D | 1723006827.157 | 73.019 | 9.024 | 42.672 | -85 | -78 | -82 | -77 | -80 | -76 | -74 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006654.140
- **Target RSSI fingerprint:** [-81, -86, -83, -77, -86, -83, -77, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62310152149642,
39.29358959197998,
42.672000000000004
] | 4 |
40,571 | **[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 | 1724123368.133 | 72.172 | 19.335 | 60.960 | -82 | -82 | -80 | -77 | -79 | -80 | -65 | -62 |
| B | 1724123555.134 | 57.738 | 52.630 | 60.960 | -80 | -79 | -72 | -100 | -74 | -80 | -73 | -66 |
| C | 1724123206.138 | 48.398 | 61.230 | 60.960 | -82 | -83 | -70 | -76 | -79 | -75 | -81 | -63 |
| D | 1724123318.144 | 13.585 | 45.955 | 60.960 | -76 | -77 | -77 | -77 | -72 | -80 | -76 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123527.144
- **Target RSSI fingerprint:** [-80, -84, -80, -78, -84, -80, -74, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.92841657212637,
48.59612464904785,
60.96
] | 4 |
18,536 | **[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 | 1723004952.131 | 54.340 | 44.854 | 60.960 | -85 | -82 | -69 | -77 | -84 | -69 | -89 | -69 |
| B | 1723004561.150 | 93.397 | 94.286 | 60.960 | -86 | -79 | -87 | -85 | -82 | -85 | -71 | -66 |
| C | 1723004420.142 | 56.038 | 90.331 | 60.960 | -88 | -80 | -82 | -80 | -83 | -82 | -82 | -70 |
| D | 1723004699.156 | 129.057 | 14.213 | 60.960 | -84 | -68 | -75 | -72 | -78 | -67 | -74 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004667.156
- **Target RSSI fingerprint:** [-79, -79, -73, -77, -81, -83, -71, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
14.434057657601915,
28.91615390777588,
60.96
] | 4 |
5,589 | **[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 | 1722840804.166 | 39.906 | 42.412 | 60.960 | -85 | -100 | -72 | -81 | -86 | -78 | -77 | -78 |
| B | 1722841275.172 | 73.868 | 126.281 | 60.960 | -79 | -85 | -76 | -80 | -71 | -66 | -73 | -72 |
| C | 1722841141.167 | 23.774 | 135.331 | 60.960 | -81 | -76 | -70 | -79 | -77 | -77 | -73 | -73 |
| D | 1722841092.167 | 128.208 | 112.214 | 60.960 | -83 | -87 | -88 | -77 | -75 | -74 | -81 | -71 |
| E | 1722840986.161 | 115.473 | 152.025 | 60.960 | -82 | -75 | -86 | -78 | -85 | -80 | -81 | -79 |
| F | 1722841207.188 | 129.058 | 111.471 | 60.960 | -86 | -80 | -93 | -81 | -92 | -90 | -79 | -77 |
| G | 1722840806.150 | 47.548 | 49.100 | 60.960 | -84 | -100 | -71 | -78 | -78 | -77 | -74 | -74 |
| H | 1722841112.157 | 104.435 | 170.113 | 60.960 | -77 | -76 | -86 | -78 | -74 | -73 | -78 | -73 |
| I | 1722841041.166 | 11.038 | 124.542 | 60.960 | -76 | -70 | -75 | -80 | -70 | -70 | -77 | -77 |
| J | 1722841332.167 | 78.114 | 182.653 | 60.960 | -80 | -76 | -85 | -80 | -78 | -72 | -73 | -72 |
| K | 1722841252.165 | 15.283 | 130.235 | 60.960 | -87 | -88 | -88 | -88 | -84 | -97 | -78 | -86 |
| L | 1722841305.167 | 133.303 | 119.168 | 60.960 | -83 | -81 | -92 | -83 | -80 | -80 | -84 | -84 |
| M | 1722841004.178 | 123.114 | 104.464 | 60.960 | -82 | -78 | -87 | -71 | -77 | -75 | -72 | -77 |
| N | 1722841436.165 | 66.227 | 56.797 | 60.960 | -100 | -72 | -78 | -70 | -81 | -78 | -73 | -77 |
| O | 1722841137.150 | 39.057 | 148.469 | 60.960 | -82 | -73 | -73 | -81 | -80 | -74 | -73 | -72 |
| P | 1722841037.156 | 22.925 | 112.493 | 60.960 | -79 | -80 | -74 | -82 | -71 | -70 | -80 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841256.168
- **Target RSSI fingerprint:** [-83, -83, -74, -85, -83, -82, -73, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
30.56625184331366,
143.49259853363037,
60.96
] | 16 |
9,193 | **[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 | 1731994643.206 | 68.774 | 18.910 | 51.816 | -83 | -90 | -81 | -79 | -72 | -79 | -77 | -74 |
| B | 1731994792.220 | 51.793 | 57.076 | 51.816 | -86 | -85 | -87 | -87 | -89 | -87 | -76 | -75 |
| C | 1731994290.237 | 32.264 | 92.946 | 51.816 | -100 | -84 | -84 | -86 | -84 | -75 | -71 | -74 |
| D | 1731994837.223 | 88.303 | 31.663 | 51.816 | -81 | -85 | -86 | -80 | -69 | -78 | -79 | -72 |
| E | 1731994509.241 | 80.661 | 39.081 | 51.816 | -84 | -93 | -81 | -79 | -80 | -80 | -69 | -75 |
| F | 1731994395.198 | 24.623 | 47.150 | 51.816 | -91 | -86 | -86 | -81 | -91 | -90 | -80 | -78 |
| G | 1731994465.231 | 23.774 | 42.465 | 51.816 | -87 | -91 | -86 | -86 | -82 | -91 | -82 | -81 |
| H | 1731994291.218 | 32.264 | 93.782 | 51.816 | -100 | -81 | -83 | -83 | -83 | -74 | -69 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994207.238
- **Target RSSI fingerprint:** [-80, -87, -89, -94, -88, -76, -85, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.98156926232351,
6.675000190734863,
51.816
] | 8 |
28,789 | **[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 | 1725939801.152 | 80.661 | 35.419 | 42.672 | -100 | -69 | -77 | -76 | -78 | -74 | -72 | -63 |
| B | 1725939648.156 | 81.511 | 4.631 | 42.672 | -84 | -100 | -76 | -76 | -65 | -78 | -74 | -86 |
| C | 1725939359.154 | 60.284 | 88.487 | 42.672 | -83 | -77 | -74 | -80 | -79 | -75 | -76 | -66 |
| D | 1725939551.148 | 22.076 | 124.702 | 42.672 | -83 | -77 | -79 | -76 | -76 | -72 | -77 | -69 |
| E | 1725939751.153 | 18.679 | 121.504 | 42.672 | -62 | -75 | -75 | -70 | -72 | -71 | -71 | -68 |
| F | 1725939532.139 | 9.340 | 60.646 | 42.672 | -55 | -71 | -72 | -76 | -68 | -66 | -74 | -68 |
| G | 1725939612.145 | 7.642 | 68.382 | 42.672 | -64 | -71 | -78 | -75 | -77 | -74 | -73 | -65 |
| H | 1725939840.130 | 10.189 | 25.519 | 42.672 | -72 | -100 | -78 | -77 | -73 | -74 | -73 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939424.192
- **Target RSSI fingerprint:** [-78, -74, -78, -75, -77, -76, -72, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490680208210069,
23.767247200012207,
42.672000000000004
] | 8 |
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